661 lines (660 with data), 140.1 kB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import os\n",
    "import numpy as np\n",
    "import nltk\n",
    "from nltk import LancasterStemmer, WordNetLemmatizer\n",
    "import random\n",
    "import pickle\n",
    "from tensorflow.keras.layers import Dense, Dropout\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.optimizers import SGD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = LancasterStemmer()\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"../dataset/medical-question-answer-data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_doc(jsonFile):\n",
    "    with open(jsonFile) as file:\n",
    "        Json_data = json.loads(file.read())\n",
    "    return Json_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the files\n",
    "file1 = load_doc(os.path.abspath(os.path.join(path, \"ehealthforumQAs.json\")))\n",
    "file2 = load_doc(os.path.abspath(os.path.join(path, \"healthtapQAs.json\")))\n",
    "file3 = load_doc(os.path.abspath(os.path.join(path, \"icliniqQAs.json\")))\n",
    "file4 = load_doc(os.path.abspath(os.path.join(path, \"questionDoctorQAs.json\")))\n",
    "file5 = load_doc(os.path.abspath(os.path.join(path, \"webmdQAs.json\")))\n",
    "file6 = load_doc(os.path.abspath(os.path.join(path, \"medical_intent.json\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select the files to be used for training and concatenate them\n",
    "all_Files = [file1, file3, file4, file6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = []\n",
    "labels = []\n",
    "documents = []\n",
    "ignore_words = ['?', '!']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for data in all_Files:\n",
    "    for intent in data:\n",
    "        if len(intent['tags']) == 0:\n",
    "            tag = \"unspecified\"\n",
    "        else:     \n",
    "            ##Extracting only the first tags as they're the most relevant\n",
    "            tag = intent['tags'][0]\n",
    "            question = intent[\"question\"]\n",
    "            wrds = nltk.word_tokenize(question)\n",
    "    \n",
    "            words.extend(wrds)\n",
    "            documents.append((wrds, tag))\n",
    "            \n",
    "            if tag not in labels:\n",
    "                labels.append(tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5942 documents\n",
      "1891 labels ['\"cannabis episode\" that really scared me', '(heterozygous) factor v liden', '(temporomandibular joint disorders) tmj', '100% deaf in my right ear hypothyroidism pain in hands and feet', '103 fever', '13cm 9 cm', '2 endometrial biopsy-both came negative', '20 months old boy does not communicate', '2nd opinion', '35 weeks pregnant', '4 back surgeries', '5 week old baby had bronchiolitis and therapy', '5mm solid nodule in throat', '5mm stone in left kidney (oxalate stones)', '5th spinal fusion pain right now', '6 weeks of physical therapy and then got a epidural steroid injection', '6 year old was diagnosed with cellulitis', '65 year old male with cervical spine (neck) pain', \"82 year old male fully conscious but can't stand up\", 'a lot of bleeding every day', 'a week ago i had a medical abortion', 'abdomen', 'abdomen numbness', 'abdominal pain', 'abdominal pain and constipation and rectal bleeding has been more frequent', 'abdominal pain and the blood test results for my liver', 'abdominal pain that feels like pancreatitis', 'abnormal blood results', 'abnormal blood test results', 'abnormal ecg', 'abortion', 'abortion cause', 'abortion debate', 'abortion tablets', 'abortions', 'abscess between my legs', 'abused as a child', 'accident right hip', 'accompanied by constipation', 'aches', 'achilles stiffness', 'aching pain i have had in my left leg', 'acid reflex', 'acid reflux', 'acinetobacter anitratus', 'acne', 'acne scars', 'acoustic neuroma surgery seconadary effects', 'acoustic nouroma tumour', 'across my stomach', 'act', 'active thyroid', 'acupuncture physio and doctors may have caused permanent damage', 'acute ebv antibody test', 'acute lymphocytes leukemia', 'acute pancreatitis', 'add', 'add/adhd', 'adderall is causing some problems', 'adderall use for studying', 'addiction', 'addiction, recovery', \"addison's disease\", 'adhd attention deficit disorder', 'admitted to hospital', 'admitted to hospital with recurring stomach pains', 'adolescent medicine pediatrics', 'adrenaline crisis', 'adult acne', 'adult polycyclic kidney disease', 'advanced intracranial atrophy', 'advice regarding thalassemia and pregnancy', 'afford', 'after a bowel movement abdominal pain', 'after giving birth i continue to vomit', 'ain in chest with palpable lump', 'albinos', 'alkph=769', 'allergies and colon issues', 'allergies or skin conditions', 'allergy', 'allergy & immunology', 'allergy to cosmetics', 'alternative', 'always tired', \"alzheimer's\", 'am i diabetic?', 'am i pregnant', 'am i taking the wrong meds', 'ami', 'amoebiasis', 'amoxicillin', 'an std or throat cancer', 'ana test', 'anabolic steroids secondary effects', 'and a high heart rate?', 'and diabetes', 'and mmr vaccines now can barely move', 'and my hot and cold flushes were more extreme.', 'and naproxen', 'and physical therapist', 'and rubella vaccine', 'anemia', 'aneurysm in the family', 'angioedema swelling remedy', 'angiography', 'angiography? or bypass surgery', 'ankle is now huge and swollen', 'ankle swelling', 'anterior shoulder dislocations', 'anterior wall interstitial uterine fibroid', 'anterlothesis of l4 on l5 do i need surgery', 'anti depressant (escitalopram)', 'anti-coagulants and the elderly', 'antibiotics', 'antibiotics and steroids for cough', 'antibiotics not working', 'antidepressant', 'antidepressants destroyed my libido', 'anxiety', 'anxiety and stress', 'anxiety problems', 'aortic valve and pulmonary valve malfunction', 'aortic valve replaced with a mechanical one', 'appendix and appendicitis', 'apple cider vinegar to relieve cold and flu', 'are my semen analysis results good', 'are these spots next to my labia normal?', 'aripiprazole 5ml and sertraline 50ml', 'armpits', 'arms and legs numb', 'arms have fallen asleep', 'arogyam package test result shows imbalance in homocystein level', 'arrhythmias', 'arthritis', 'arthrosis of the hip joint (coxarthrosis)', 'asthma allergies', 'asthma and chronic bronchitis', \"athlete's foot on the hands\", 'ativan', 'atkins diet', 'attacks with severe headaches and sudden chills', 'attention deficit hyperactivity disorder (adhd)', 'atypical mole (dysplastic nevi)', 'autism', 'autism signs', 'avoidant personality disorder symptoms', 'awakening epilepsy (ae) is an age related syndrome of idiopathic generalized epilepsy (ige)', 'b-blocker for palpitations', 'b12 deficiency', 'baby constipation', 'baby coughs all the time and has a hard tummy', 'baby miscarried', \"baby's arms measure 7 weeks behind\", 'back bone pain', 'back pain', 'back pain ct scan shows no stone', 'back pain in lower back. it hurts when i cough', 'back pain is spreading', 'bacterial infection', 'bacterial pneumonia', 'bacterial vaginosis', 'bad chest pains after using monistat', 'bad circumcision', 'bad cough', 'bad hives', 'bad menstrual pain', 'bad miagraine headaches', 'bad pain in my left thumb', 'bad reflux and cannot sleep', 'bad smells', 'bad stomach can it be kidney infection', 'bad stomach pains', 'bad sunburn', 'bad taste in mouth', 'baffling medical tests', 'balance/unsteady feeling in my head', 'balanitis', 'basal cell carcinoma', 'bed bugs', 'bed wetting', 'bedridden incontinent', 'been having difficulty in breathing for 10 weeks and a constant cough for 6 months with clear phlemg', 'before surgery', 'being treated by neurologist', \"bell's palsy\", 'belly rash', 'bellybutton', 'belviq xr(20mg) and phentermine(15mg) for weight loss', 'benzoyl peroxide', 'best times to become pregnant', 'bhp prostate gland size', 'biceps started to twitch', 'biopsy and small intestine dye test', 'biopsy in my left breast', 'bipolar', 'bipolar disorder', 'birth control', 'birth control pill', 'black outs', 'black outs - amnesia', 'black pimples on corona', 'black vomit', 'bladder', 'bladder extrophy', 'bladder feels full urethra itches', 'bladder infection or ectopic pregnancy', 'bladder neck incision', 'bladder pain', 'bladder problems', 'bladder reconstructive surgery', 'bleeding', 'bleeding after intercourse', 'bleeding from anus', 'bleeding lump', 'blind for over a year in her left eye', 'bloated', 'bloating', 'blockage in his esophagus', 'blocked nose', 'blood', 'blood brain abnormalities', 'blood clots', 'blood clots cannot be broken up', 'blood disorders', 'blood in mouth', 'blood in my stoo', 'blood in my stools?', 'blood in sperm', 'blood in urine', 'blood pressure', 'blood pressure monitor', 'blood test done', 'blood test reults', 'blood when bowel movement', 'bloody noses', 'bloody stools and irritable bowel syndrome', 'blurry vision and some black dots in the corona', 'body aches', 'body is swelling', 'body itching with no rash', 'body modification', 'body rash', 'body swelling', 'body twitches', 'bodybuiding shoulder dislocation', 'boils all over my scalp', 'bone', 'bone in her arm and hip dislocate', 'bone pain in my legs. fast heart beat', 'bone ttberculosis (tb) diagnosis', 'born with bilateral pars defect and have spondylolysis', 'bothered by the findings regarding taking this drug long term', 'bowel movement with blood', 'bowl movement', 'boy constipated or diarrhea', 'bppv', 'brain damage', 'brain damage like permanent short term memory loss', 'brain tumor and memory loss', 'breast', 'breast cancer', 'breast feeding', 'breast hypertrophy', 'breath and stutter', 'breathing difficulty', 'brittle bones', 'broke my left clavicle', 'broke my tibia and fibia', 'broken femur', 'broken hearted', 'broken maxilla', 'bromocriptine side effects', 'bronchitis', 'brown discharge spotting on toilet paper', 'brown sperm', 'bruise looking purplish rash', 'bubonic plague', 'bumps on her arm', 'burning sensation', 'burning sensations on my chest', 'bursitis and high blood pressure', 'but my question is more along my mri and the mass in my arm', 'calcification', 'calcium deposits with cancer cells', 'can a laparoscopic mastectomy be done without taking lapron?', 'can anxiety make you have headaches', 'can hardly move fingers', 'can i do a rhinoplasty', 'can it be dangerous', 'can scabies spread', 'can viagra stop a period', \"can't eat more food feel sick\", \"can't gain weight\", \"can't sleep\", 'cancer', 'cancer diagnosis', 'cancer lab results', 'cancer lump', 'cancer of lymph nodes with bowel blockage', 'candida albicans', 'carcinogenic cells with bacterial nature', 'carotid artery disease', 'cartilage out from my jaw', 'cartilage piercings (piercing infections)', 'castor oil', 'cat scan (ct)', 'cause of low low hemoglobin', 'cause pulmonary hypertension?', 'celiac disease', 'celiacs disease', 'central posterior disc herniation', 'cerebral palsy', 'cerebral venous sinus thrombosis', 'cerebrospinal fluid', 'cerelle and bleeding', 'cervical intraepithelial neoplasia', 'cervical stenosis i have ruptured discs', 'chances for (ivf) in vitro fertilization', 'chances of hiv/std', 'charley horse cramp', 'chemical pregnancy', 'chest pain', 'chest pain weakness on the left side', 'chest pains', 'chest tightness and shortness of breath and sometimes wheezing', 'chest x- ray', 'chest x-ray results', 'child concentration problems', 'child development', 'child fever', 'child loses conscious and sansation', 'child with enlarged ventricles', 'children have got measles', 'chlamydia', 'chloraseptic spray', 'chlorhexidine glconate does work', 'choking', 'cholecystectomy', 'chronic anxiety and transient anxiety attacks', 'chronic back pain', 'chronic dysentery', 'chronic epididymitis', 'chronic fatigue syndrome', 'chronic headache following an eye laceration', 'chronic lumbar back pain', 'chronic mucus head cold symptoms', 'chronic obstructive pulmonary disease (copd) and erectile dysfunction (ed)', 'chronic pain between shoulders', 'cigarette burn', 'cirrhosis or a fatty liver', 'classic signs of hypothyroidism', 'clinical trials, research, and studies', 'coaptite injectable implant', 'cocodamol', 'cold hands', 'collapsed and had a back spasm', 'colon cancer stage 3b', 'colonoscopy shows crohns disease', 'complete blood count', 'complicated medical history', 'complications', 'compression and elevation', 'computer screen radiation', 'computer vision syndrome', 'conception', 'conception and pregnancy', 'concerned about atrophic liver', 'concerned about the side effects of taking ferro grad c', 'concerned that this is a progression of something that went undiagnosed.', 'concussion now have dizzy spells', 'concussion paralysis', \"condom broke i wouldn't be pregnant\", 'confused', 'congenital diaphragmatic eventration', 'congenital myopathy', 'conjunctivitis', 'connective tissue disease', 'considering a hysterectomy just to get rid of it', 'considering going back on psychiatric medication', 'constant burn sensation on my mouth', 'constant chills', 'constant drip of blood from penis', 'constant dull pain in my right upper chest', 'constant headache', 'constantly', 'constantly hear the high pitched sound in my right ear', 'constipated', 'constipation', 'constipation diarrhea bloating intense stomach pain', 'consulted neurosurgeon.mri was done.medical treatment is being given', 'contagious', 'continuous positive airway pressure (cpap)', 'contraception', 'contraceptive implant', 'contraceptive pill', 'convulsive movement face eyes nose', 'copd', 'copd and a chest infection', 'coricidin cough', 'cornea transplant', 'coronary artery disease', 'coronary heart disease', 'cosmetic health', 'costochondritis', 'cotinuous headchaes', 'cough and rash in throat', 'cough up blood', \"coughing and can't get rid of the cough\", 'coughing everyday non-stop', 'coughing mucus', 'coughing up blood', 'coughing up fluid', 'coughing up phlegm with bright red blood', 'could be sti', 'could i be infertile', 'could i have breast cancer?', 'could it be coronary microvascular disease?', 'could it be my kidneys', 'could it be skin cancer?', 'could psoriatic arthritis be a more systemic problem', 'could this be lymphoma?', 'coxsackie disease', 'cracked leg sprain', 'cramp sensation in my stomach', 'cramping and diarrhea', 'cramping blood in my stool and large black spots', 'cramps', 'ct scan and bronchoscopy', 'ct scan distorted foot', 'cubital tunnel syndrome', 'cutaneous filariasis', 'cyst', 'cyst on ovary', 'cyst with stems on my right ovary other than surgery is there any other remedy', 'cystocele rectocele entereocele rectal prolapse', 'cysts on my pelvis and ovary', 'cytomegalovirus (cmv) infection danger', 'd-dimer', 'dark and less urine', 'dark and thickened spots in my finger skin', 'dark brown-orange urine', 'dark spot on areola', 'dark spot on breast', 'dark spots on skin', 'daughter is suffering brain cance', 'daughter just developed this sore/rash', 'decreased urine output', 'deep pain and stress', 'deep vein thrombosis right leg', 'defecate blood and mucus', 'defect in the base of my skull', 'degenerative disease.', 'delayed milestones (speech) and convulsions', 'delayed period', 'dental health', 'dental implant reaction', 'dental scaling', 'dentist gave me epinephrine anesthetic', 'dependancy', 'depo-provera', 'depo-provera birth control shot', 'depressed', 'depression', 'depression during pregnancy', 'detached rotator cuff but suffers from heart problems and taking medication', 'developed a white tongue and dry mouth', 'development problems', 'deviation from the normal ranges? and the big drop in wbc?', 'diabetes', 'diabetes patient', 'diagnosed with (g2) adenocarcinoma stomach', 'diagnosed with abnormal liver function and gallbladder disease', 'diagnosed with breast cancer want alternative treatment', 'diagnosed with chondromalacia patella', 'diagnosed with colon cancer', 'diagnosed with digital papillary carcinoma', 'diagnosed with gastritis', 'diagnosed with helicobacter pylori infection', 'diagnosed with hyperbilirubinemia', 'diagnosed with mononucleosi', 'diagnosed with patella alta ratio 1.7', 'diagnosed with pleurisy and bronchitis', 'diagnosed with pmr (polymyalgia rheumatica)', 'diagnosed with probable viral meningitis around', 'diagnosed with sciatica', 'diagnosed with tuberculosis disease', 'diagnosed with ulcerative colitis', 'diagnosis', 'dialysis be done to get rid of the edema', 'diarreah', 'diarrhea', 'diarrhea and malaria', 'did i have heart attack?', 'died while at hospital', 'diet', 'difficulty conceiving', 'difficulty in breathing', 'digestion', 'digestive issues', 'digestive problems', 'diminished sense of smell', 'disc dislocation cd4-cd5 of the cervical spine', 'disc removed ( l2) pain in my lower back', 'discharge from my eyes spreading', 'discharge may be yeasty', 'dislocated shoulder', 'distended stomach', 'dizziness and blurred vision', 'dizzy', 'dizzy spells', 'do i have autism', \"do i have cushing's syndrome\", 'do i have lupus', 'do i have melanoma skin cancer', 'do i have systemic lupus erythematosus (sle)', 'do i need endoscopy', 'do i need tetanus shot', 'do i require surgery ?', 'do test results show i have cancer', 'doc gives me lots of meds', 'doctor and i disagree', 'doctor suggest metformin', 'doctor told me now normal delivery is not possible', 'doctor wants to have pin surgery', 'doctors are puzzled', 'doctors are worried my kidneys might be at risk', \"doctors can't pinpoint problem\", \"doctors don't know what is wrong\", 'doctors have tried everything', 'does frontal lobe dysfunction affect my lifespan', 'does this sound like a uti or a std?', 'does weightwatchers works', \"don't have any sexual drive/libido\", \"don't know if its too early to take a pregnancy test\", 'dots be herpes', 'double vision', 'dr prescribe previsolone', 'drug reaction to cefdinir lost 30 pounds', 'dry', 'dry lips', 'due to celiac disease or other condition', 'dull pain on right side of spine close to l4-l5', 'dyslexia', 'dyspnoea muscle cramps', 'e', 'ear', 'ear and parotid pain', 'ear drums may hurt or puncture', 'ear infection', 'ear infections', 'ear pain', 'ear ringing', 'easy bruising', 'eating disorders', 'ecg', 'ecg of a 26 years old slight obese patient', 'ecstasy heart attack', 'ectopic pregnancy', 'ectopics and heart problems', 'educed urine flow', 'effects of morning after pill', 'egg quality and hormone levels', 'eggs freezing because of blocked tubes', 'ejaculation disorders in men', 'electric shock like feeling heart', 'embolism on the right side', 'end_conversation', 'endarterectomy for stenosis', 'ending a relationship', 'endocrine disorders', 'endometrioma and polycystic ovary syndrome', 'endometriosis', 'energy drinkks and heart rate with heart attack', 'energy supplements', 'enlarged heart', 'epidural for pain today in my lumbar', 'epigastric pain', 'episodes of dizziness', 'er says no ct scan possible', 'er surgery for herniated and obstructed intestine and a gastric bypass', 'erectile dysfunction', 'erythrocyte sedimentation rate', 'erythrophobia (the fear of blushing)', 'eumelanin production', 'euthyrox and dostinex for infertility', 'every time i cough or sneeze i pass blood clots', 'excessive face sweating', 'exercise', 'exercises', 'experiencing fatigue heart flutters weight loss', 'experiencing fever cold sweats', 'experiencing headaches that make me vomit', 'experiencing health issues associated with elderly people', 'experiencing leg pain', 'experiencing memory problems', \"experiencing neurological problems... parkinson's disease\", 'extra leg bone', 'extreme inner ear pain', 'extreme irregular periods', 'extreme nausea', 'eye cancer lump', 'eye discharge', 'eye examination', 'eye fluids', 'eyebrow and hair fall', 'facial palsy', 'facial paralysis', 'faecal overload', 'fainted 3 times why', 'fallopian tube hurts', 'false pregnancy', 'familial tremors', 'family has a history of stroke and heart disease', \"family physician doesn't know what's wrong?\", 'fang marks', 'fast heart rate', 'fatigue and body pain', 'fatigue from medication', 'fatigued with headaches and severe nausea', 'feel numbness', 'feeling constantly tired all the time', 'feeling discomfort in chest', 'feeling ill after tooth extraction', 'feeling numbness first in my right hand', 'feeling very tired.loss of appetite', 'feelings of déjà vu', 'feels as if someone is driving a knife into my brain', 'feels like someone is standing on it', 'feels nauseated and dizzy', 'feet blisters', 'fertility pills', 'fetal echo cardiography done doctors suggested to abort', 'fever', 'fever after drinking', 'fever of 101.8-100.8', 'fever of 102', 'fevers light-headed', 'few years back had dengue fever', 'fexofenadine', 'fibromyalgia', 'fibula seems displaced', 'finger are red and swollen', 'finger is slowly healing', 'fissured tongue', 'fitness', 'flu', 'flu over and over again', 'flushing of face', 'foggy memory', 'folic acid', 'folliculitis n seborrhoa', 'food allergies', 'foot becomes very red and purple', 'foot infection', 'foot xray', 'for 3 months now i have had severe nausea', 'for over a year my urine has smelled of sulphur', 'for the last 2 weeks', 'forgot to take the eye drops', 'fracture a rib', 'fractured ankle', 'fractured ankle needs surgery', 'frenuloplasty', 'frequent urination', 'fungal infection', 'gallbladder removal fundal plycation mild gastritis', 'gallbladder removed i have a small tear', 'gallbladder surgery', 'gastric problems with itching and breathing problems', 'gastric sleeve surgery in mexico', 'gastritis and ulcers', 'gastro bug', 'gastro esophageal reflux disease', 'gastro issues', 'gastroparesis', 'general community chat', 'general malaise', 'general weakness and fatigue', 'genetic disorders', 'genetic inheritance', 'genital warts', 'gerd', 'geriatics', 'gerontology', 'get constipated', 'getting stomach pain', 'girl with asthma and thyroid condition getting worse', 'gout attack', 'gp thinks i have tonsillitis or glandular fever', 'grade 4 fibrosis with cirrhosis', 'grand mal seizure', 'groin', 'groin pain', 'group a streptococcus bacteria', 'growth on feet', 'growth on foot', 'growth problems', 'growth under tongue', 'guillain barre syndrome', 'guts and testicle', 'gynecologist suggested removal of vagina', 'h. pylori', 'had a stroke on the brain', 'had a transvaginal ultrasound done', 'had allergic reaction to ibuprofen', 'had bad bronchitis', \"had surgery doctor said was good but it's not\", 'haematology &. serology', 'hair greying', 'hair loss', 'hairfall', 'hairy cell leukemia blood clot', 'hand foot and mouth disease or chicken pox', 'hand paralysis', 'hard bit of bone floating at the tip of my elbow', 'hard pulse in neck artery', 'hard white bump on eye lid', 'has not had a voice', \"hashimoto's disease\", 'have advanced glaucoma started having confused episodes', 'have had 2 previous discectomy operations', 'have headaches and pain on left side of head and body?', 'have neutropenia or lymphdathy', 'have vaginal discharge and pain', 'having a hard time breathing', 'having heart valve replacement surgery', 'having recurrent urinary tract infections (utis)', 'having severe headaches shocking pain', 'having sharp pains in my left collarbone region and upper left rib cage', 'hbsag positive', 'head shock', 'headache', 'headache and blurring of vision', 'headaches', 'headaches cuse eye sight loss', 'headaches everyday', 'headaches that are throbbing primarily in the back/top of my head', 'headaches/migraines', 'health insurance', 'healthcare it', 'hearing problems', 'heart disease', 'heart ecg', 'heart failure', 'heart pain', 'heart pain heart attack', 'heart pains never last', 'heart problems', 'heart rate high at rest', 'heart rate still at 120 and i have terrible headache', 'heavy bleeding', 'heavy menstration', 'hematoma after mini face-lift', 'hemochromatosis', 'hemoglobin is low but iron is high', 'hepatitis c', 'hernia opertation', 'hernia repair', 'herniate laminectomy of l5/s1', 'herniated disk surgery or physiotherapy', 'herniated lumbar disc', 'heroin withdrawl', 'herpes and gym', 'heterotopic ossification', 'high anal fistula', 'high blood pressure', 'high blood pressure for at least past week', 'high blood pressure intense colds', 'high blood pressure new medication', 'high cholesterol', 'hip has been hurting for about 10 days now', 'history of azthma now has croup', 'history of multiple myeloma', 'hiv', 'hiv and aids', 'hiv and aids testing', 'hiv infection', 'hiv needles', 'hiv negative', 'hiv test', 'hiv test is non reactive', 'hiv transmission', \"hodgkin's lymphoma\", 'hormonal imbalance', 'hormone replacement therapy (hrt) tablets', 'horrible headaches and a cold icy almost like a brain freeze', 'horrid mood swings', 'hot fomentation', 'how do i gain weight and what kind of doctor do i need to see', 'how long should i wait after i stop taking valtrex to nurse?', 'human papilloma virus (hpv) 16', 'hyospadus', 'hyperparathyroidism', 'hyperpigmentation', 'hyperpigmentation around my mouth', 'hyperventilation', 'hypoglycemia', 'hypothyroidism', 'hypothyroidism and hair loss', 'hypothyroidism tremors', 'hysterectomy', 'i am 7 days late for me monthly period', 'i am a 21 year old female', 'i am a veteran who has beta thalassemia minor and asthma', 'i am an epileptic', 'i am diagnosed epileptic and asthmatic', 'i am diagnosed with gaucher disease type 1', 'i am extremely fatigued', 'i am having difficulty staying hydrated', 'i am having pain in a very specific part of my head', 'i am pregnant and having severe back pain', 'i am pregnant have chlamydia', 'i am suffered from rehumatic heart valve problem', 'i am suffering from shingles', 'i am suffering with low back pain since last three year', 'i am thinking of taking a hangover prevention pill', 'i am type 2 diabetic', 'i began suffering with tailbone pain', 'i believe he has heart failure', 'i broke my leg hurting real bad', 'i came down with acute viral myocarditis', \"i can't carry out my pregnancy\", \"i can't produce sperm\", 'i caught clostridium difficile colitis (cdiff)', 'i contracted a spinal infection', 'i currently have hydronephrosis and kidney stones.', 'i currently suffer from rheumatoid arthritis', 'i cut my finger and may have been expose to hiv', 'i developed blisters that have grown', 'i developed severe tendinitis in my neck', \"i didn't know till like a year ago what candida was\", 'i do i feel nauseous when i eat', \"i don't get proper motion\", 'i donated plasma', 'i ended up in accident & emergency with tonsillitis', 'i experienced a nstemi ha i had two stents fitted', 'i feel i pass out from any type of physical exertion', \"i feel i'm going to pass out\", 'i feel like doing nothing', 'i feel myself pausing on my breath then breathing again', 'i feel people are looking at me', 'i found a large lump', 'i fractured my spine now have vision problems', 'i get dizzy and i pass out', 'i get granular pieces from my scalp', 'i get red eyes every day', 'i get unconscious due to fits', 'i got a sore on my lip and now it got bigger and it burns', 'i got dermal fillers for my lips after accident', 'i got my blood ferritin level checked', 'i got spinal meningitis which affected my legs', 'i got stds', 'i had a bad fall', 'i had a ct scan', 'i had a dull pain in my lower right stomach', \"i had a hemorrhoidectomy didn't work\", 'i had a lung collapse and a severe asthma reaction', 'i had a microbe in my lungs', 'i had a minor heart attack/myocardial infarction', 'i had a radiofrequency surgery done', 'i had a small swelling in the right breast', 'i had a spontaneous pneumothorax', 'i had a surgical abortion', 'i had a uti', 'i had a vestibular injury', 'i had acute myocarditis', 'i had an allergic reaction while taking a showe', 'i had an x-ray and doctor determined that i have an ileus', 'i had breast reduction', 'i had chronic pancreatitis with a 1400 level', 'i had facial paralysis', 'i had heart issue - paroxysmal atrial tachycardia', 'i had mild pitting edema', 'i had my appendix removed about nine years ago', 'i had my surgery to my acl and meniscus', 'i had neuroendocrine tumor evaluation', 'i had non hodgkin lymphoma', 'i had open gallbladder surgery', 'i had pneumonia', 'i had radiation therapy and chemotherapy for stage 4b2 cervical cancer', 'i had rhabdomyosarcoma and chemotherapy as a child', 'i had surgery very high fever', 'i had the flu or bronchitis', 'i had three episodes of hematuri', 'i have 98.3 fever', 'i have a 2.5cm spot on my iliac bone.', 'i have a bulged disc in my back. lumbar region', 'i have a fracture on my left hand finger', 'i have a growth on skin', 'i have a horrible pain in my left side every time i orgasm', 'i have a knee problem', 'i have a middle ear infection', 'i have a mole on the back of my neck', 'i have a nasal cyst', 'i have a rash', 'i have a sore stomach', 'i have a speaking disorder', 'i have a strange medical problem', 'i have a throat bacterial infection', 'i have a very swollen and painful finger.', 'i have amebiasis', 'i have an \"blue eye\" problem', 'i have an acute dextroscoliosis.', 'i have an upper hernia', 'i have anterior cruciate ligament tear', 'i have back problems', 'i have balance problems', 'i have been coughing since last two month', 'i have been diagnosed with a chairi malformation', 'i have been diagnosed with pcos', 'i have been diagnosed with polymyalgia rheumatica', 'i have been experiencing sharp pain in the mid point of my back', 'i have been feeling very depressed', 'i have been having a headache for two weeks now', 'i have been having breast pain', 'i have been having joint pain in my hands', 'i have been having right knee issues', 'i have been on my menstrual cycle for over a month', 'i have been severely depressed and anhedonic', 'i have been to several doctors about my skin rash', 'i have been to the hospital 3 times', 'i have been treated with bipolar disorder', 'i have been treated with movicol and enemas and am awaiting a colonoscopy', 'i have blood in urine', 'i have bone marrow and plasmacytoid cells in neck', 'i have brown pigment of sclera in left eye for one year', 'i have chronic shortness of breath.', 'i have cognitive impairmentia can i get dementia', 'i have cold hands', 'i have concussion non stop headache', 'i have cough', \"i have crohn's disease do i need steroids\", 'i have diabetes type 2', 'i have ecoli vaginitis', 'i have edema', 'i have episodes od confusion', 'i have episodes of vertigo and buzz in head', 'i have excessive vaginal discharge', 'i have experienced headache/ migraine at least 3 days a week', 'i have experienced severe pain in both my knees', 'i have feet pain. i want to cry when i stand back up', 'i have fever and pain in lower abdomen', 'i have fibromyalgia', 'i have fibromyalgia and osteoarthritis', 'i have fibrosis', 'i have flesh-colored bump on vulva near vagina', 'i have found on my right shin a \"rash\"', 'i have fracture in 5th metatarsal bone', \"i have gilbert's syndrome\", 'i have glacoma', 'i have gonorrhea or chlamydia', 'i have h-pylori ulcers', 'i have had a back problem', 'i have had a thyroid nodule since diagnosed', 'i have had blood done by the doctor in october who told me liver and kidney function were all normal', 'i have had other pregnancy symptoms such as severe menstrual cramps', 'i have had symptoms of hepatitis', 'i have had two c-sections and have pcos', 'i have hand shaking problems', 'i have heavy pain in both side of my head', 'i have herpes simplex virus 2 infected my son', 'i have horrible puffy eye bags', 'i have insulin resistance', 'i have itchy water blisters', 'i have joint pain', 'i have joint pain and muscle spasms', 'i have lost my libido', 'i have major headaches', 'i have many symptoms need second doctor opinion', 'i have migraine headaches', 'i have moles on my shoulders', 'i have night sweats dizziness nausea and shortness of breath', 'i have no energy like i used to', 'i have noticed a massive change (weight loss) in myself without having any change of diet or exercise', 'i have on going dull knee pains', 'i have osteoma ostitis and vision problems', 'i have pain in chest inflammation', 'i have pain in my back and chest', 'i have petechiae', 'i have pimple or blackheads they leave scars', 'i have pollen allergy', 'i have problem breathing', 'i have rare sarcoid disease', 'i have rash spreading through my body', 'i have recently been declared disabled', 'i have retro peritoneal fibrosis with an aortic aneurysm', 'i have scoliosis', 'i have seen many doctors but still no answers', 'i have seizures taking ant-seizure medication', 'i have short urinary tract (yuretra)', 'i have sinus problems', 'i have spherocytocis', 'i have spondyloarthritis', 'i have stiff neck', 'i have stomach issues fever diarrhea', 'i have swimmers ear', 'i have temporal lobe epilepsy', 'i have terrible heartburn in my throat', 'i have the nexplenon birth control', 'i have tinnitus and severe post-nasal drip', 'i have trouble breathing and i am coughing an awful lot', 'i have undifferentiated connective tissue disease', 'i have urination issues', 'i have vomited every night', 'i hurt my lower back', 'i injured my leg', 'i keep getting attacks', 'i managed to get epididymitis', 'i may developed keloid or hypertrophic scar', 'i need a surgery to remove the spleen', 'i need shingles vaccine', 'i noted a swollen lip', 'i noticed a burning sensation on my side', 'i noticed an itch on my scalp', 'i now think statin drugs would probably kill me before my heart would', 'i should remove my gallbladder', 'i started having pain and burning while urinating', 'i started with fever', 'i still have a wheezing cough and pains', 'i still have the numbness in my arms and hand', 'i suffer from a neurological disease (cmt disease', 'i suffer from daily headaches that vary in pain', 'i suffer from neck pain due to bad posture', 'i suffer from olfactory hallucination (phantosmia)', \"i suffer from stuttering what's the treatment\", 'i suffer from swelling in the center of my lumbar spine', 'i suffer with asthma', 'i suffer with headaches/migraines frequently', 'i suffered a major left sided hemiparesis in july 04', 'i tested positive for tuberculosis', 'i think i have herpes discoverd a big bump', 'i think i may have a condition (muscle spasm)', 'i think i may have septic shock', 'i underwent cardiac ablation for tachycardia', 'i underwent vaginal septum removal', 'i urinate blood', 'i wake up with muscles not cooperating with me', 'i was born with a trigger thumb', 'i was born with one kidney', 'i was chocked', 'i was coughing up blood', 'i was dehydrated', 'i was diagnosed mitrial valve prolapse', 'i was diagnosed with a c diff infection', 'i was diagnosed with anxiety when i was 17', 'i was diagnosed with cervical cancer', 'i was diagnosed with macular hole in my left eye', 'i was diagnosed with meningitis', 'i was diagnosed with pandas syndrome', 'i was diagnosed with pneumonia and sepsis', 'i was diagnosed with restless leg syndrome', 'i was diagnosed with rp retinitis pigmentosa', 'i was exposed to chemical fumes', 'i was in a bad car accident..', 'i was put on morphine and percocet and spinal injections for pain', 'i was recently diagnosed with a heart disease...', 'i was recently diagnosed with innapropriate sinus tachycardia', 'i went to the hospital but no bowel movements', \"i'm 29 years old and suffering with high blood pressure\", \"i'm 39 weeks pregnant and have just discovered i have thread worm\", \"i'm concerned about my elevated blood pressure\", \"i'm experiencing symptoms of sciatica/piriformus spasm\", \"i'm getting these big bumps the inside of my belly\", \"i'm on mesalazine. steroid inhalers (palpitations were there before i started on this medication) omeprazole.\", \"i'm really scared something is wrong with my kidneys\", \"i'm severely allergic to beef eggs milk almonds wheat and rabbit brush\", \"i've been diagnosed with strep\", \"i've been getting heavy periods\", \"i've been having terrible heart palpitations\", \"i've been ill need a second doctor opinion\", \"i've been suffering from very hard persistent re flux\", \"i've been using ssri (selective serotonin reuptake inhibitors)throughout my life\", \"i've got bulimia and i'm on lamictal for bipolar disorder\", \"i've had debilitating pelvic pain\", \"i've suffered from episodic ataxia type 2 all my life\", 'ibruprohen and anti inflamatories no effect', 'if an appendix ruptures', 'ilia conduit operation', 'illusions', 'immobility', 'immune system', 'immune system deficiency', 'immunodeficiency', \"in a lot of pain. i get to the point we're standing up is a problem\", 'in severe pain in my lower back and legs', 'infants', 'infected finger becoming numb', 'infections', 'infectious disease internal medicine', 'inflammatory bowel disease unclassified (ibdu)', 'injury in right leg', 'insect bite itching resistant to epinephrine injection', 'insomnia', 'instead of stool there was a lot of blood', 'intense abdominal pain', 'intense and unbearable period cramps', 'intense sharp constant pain behind my right eye', 'intestinal adhesion problem', 'intra-vaginal ultrasound', 'intrathecal pain pump', 'irregular periods pregnancy', 'irritated and bloodshot eyes', 'is aps therapy good', 'is embolization appropriate', 'is eptoin (phenytoin) the right treatment', 'is it a cancerous mole', 'is it a esophageal disorder', 'is it early symtoms of multiple sclerosis (ms)', 'is it endometriosis or my fibroids?', 'is it herpes', 'is it immunoglobulin g4- related disease (igg4-rd)', 'is it likely/possible for me to have pulmonary hypertension', 'is it melanoma', 'is it multiple sclerosis', 'is it ok to do natural miscarriage?', 'is it tetanus', 'is it worthwhile to get a minor tummy tuck', 'is medication necessary', 'is skin mole dangerous', 'is tens technology safe', 'is that classed as medical negligence?', 'is there a treatment for hyperglycemia.', 'is this contact dermatitis', 'is this oral herpes?', 'is transplant an option', 'it feels like my body is poisoned', 'it was not a normal birth', 'itching and burn in the urethra', 'itching that spread over my leg', 'itchy rash', 'iv inserted in jugular vein', 'ivf', 'ivf/pregnancy due to auto immune issue but i have herpes 2', 'japanese encephalitis immunization', 'joint clicks', 'joint hypermobility', 'joint pains after the pregnancy', 'joint stiffness', 'jungle infection', 'just found out i have hepatitis c?', 'just-had-3-root-canals-at-the-dentist', 'juvederm', 'kawasaki disease', 'kidney donation', 'kidney failure', 'kidney infection ultrasound', 'kidney or spleen or plura problems', 'kidney stone', 'kidney stones', 'knee pain', 'knee replacement', 'knee swelling', 'knee treatment options', 'knees swell', 'knocked knees', 'lack of sleep', 'laparoscopic gallbladder surgery', 'laprascopic gallbladder removal', 'large hard lump', 'laryngitis cough sore throat and fever', 'lchf (low carb-high fat) diet', 'left ankle look normal again', 'left chest pain', 'left ear pressure', 'left foot i had an x-ray done and it showed no broken bones', 'leg and body spasms', 'leg falls asleep', 'leg rash bug bites', 'leg soreness', 'leiomyosarcoma and rectal cancer', 'leukemia', 'leukocytes erythrocytes and i had some epithelial cells', 'levocetirizine', 'ligament injury synovitis with effusion', 'ligament problems', 'ligaments that tore', 'limited movement along right body side', 'lithium', 'liver cancer', 'liver disease', 'liver function test', 'liver problem', 'locked knee', 'loer back pain', 'long term diarrhea', 'lordosis', 'loss of appetite', 'loss of consciousness', 'loss of memory', 'lost 30 pounds without trying', 'lost some hearing (at about 40%) in my left ear', 'lost toe nail', 'loud high-pitched ringing in both of my ears', 'low back and sacrum pain', 'low blood pressure', 'low grade fever', 'low heart rate', 'low hemoglobin', 'low sperm count', 'lower abdomen', 'lower back pain', 'luckp on neck', 'lumbar laminectomy / discectomy', 'lump below ear', 'lump breast needs mammogram', 'lump on breast', 'lump on my armpit', 'lump on my lower right side of back', 'lump on skin around vagina', 'lump ubder ear', 'lumpectomy lymph node surgery and radiation therapy', 'lumps in throat', 'lumps on rectal area', \"lumpy growth in baby's mouth\", 'lung cancer', 'lupus', 'lyme disease neck weakness and arm shaking', 'lymp nod on my left sides', 'lymph nodes have been swollen', 'lymphoma', 'lymphoma or lupus', 'magnetic resonance angiography (mra)', 'major bowel problems', 'major joint pain', 'malaria', 'mammogram abnormal finding', 'man boobs', 'marathon runner woke up with extreme nausea', 'mass in partoid gland', 'mastoiditis', 'masturbation', 'medical cannabis', 'medical coma', 'medical condition of displacement in back bone', 'medical overdose', 'medication', 'medication and lumbar surgery', 'medication overdose', 'medication side-effects', 'mefanamic acid', 'melanoma', 'melantonin side effects', 'memory issues', 'memory loss', 'memory loss after accident', 'meningitis', 'meniscus tears in my left knee', 'menopause', 'menopause imbalance', 'menstrual cycle', 'menstrual cycle and low iron', 'menstrual cycle causes cramping breast soreness', 'menstruation', 'menstruation cycle', 'mental conditions', 'mesenchymal stem cell transplant', 'metadone withdrawal sysmtoms', 'metallic taste in my mouth', 'methicillin-resistant staphylococcus aureus (mrsa)', 'micro discectomy which cured sciatic and lumber pain', 'migraine', 'migraine for 5 days that goes away temporarily', 'mild disc bulge and a degeneration', 'mild flu remedies', 'mild leukopenia. relative lymphocytosis with few reactive lymphocytes', 'minor narrowing in arteries or is it a stroke', 'minoxidil lotion on my scalp prescribed by a hair loss clinic', 'mirena birth control', 'miscarriage', 'miscarriage twin babies', 'missed period', 'moderate right axis deviation', 'mole', 'mono', 'mononucleosis', 'more then just an allergic reaction', 'motion and travel sickness', 'motor nerve conduction study', 'mouth cancer', 'mouth discoloration', 'mouth growth', 'mri', 'mri found several lesions', 'mri indicates white matter hyperintensities', 'mri results', 'mri scan results', 'mri showed a 9 mm lesion in my head', 'mucus green diarrhea', 'multi drug resistant pseudomonas uti', 'multi-drug-resistant tuberculosis (mdr-tb) and coughing blood', 'multiple kidney and urine infections', 'multiple myeloma', 'multiple nodules', 'multiple problems after having my neck fusion', 'multiple sclerosis', 'multiple sclerosis (ms)', \"multiple sclerosis (ms)or amyotrophic lateral sclerosis (als)-lou gehrig's disease\", 'multiple small black moles is it cancer', 'muscle development', 'muscle freeze', 'musculoskeletal oncology orthopaedic surgery', 'mutiple benign breast lumps', 'my 10yr old son has patches on his back and stomach', 'my 11th rib pulled out of place', 'my 12 year old son has pain on his front thigh', 'my 17 year year old daughter was diagnosed with leg length discrepancy', 'my 17.5 yo son had henoch-schonlein purpura (hsp)', 'my ankles and feet are swollen', 'my b6 levels are at toxicity levels', 'my baby is growing too slow', 'my belly button is producing some discharge', 'my blood pressure has dropped', 'my body contorts', 'my brother has been losing his hearing abilities', 'my daughter cries', 'my daughter has cutis marmorata', 'my daughter has hypotonea', 'my daughter has viral bronchitis', \"my daughter's blood tests show some scary diseases and syndromes online\", \"my doctor doesn't want to refer me to a specialist\", 'my doctor wants to remove gallbladder', 'my exposure to battery acid may be harmful to me and my baby', 'my father has been diagnosed with brain tumor', 'my father has heart disease and kidney problems.', 'my fiance can no longer walk', 'my finger was infected with chicken excremen', 'my foot is swollen', 'my frenulum tore', 'my girlfriend is allergic to me', 'my hair has been thinning over the past few years', 'my hand shakes', 'my hand showed tendinitis and atherosclerotic calcification', 'my husband has stomach cancer he refused treatment', 'my labia minora are swollen with blood', 'my left ear is numb', 'my little boy has stomach pain', 'my mom has been coughing several times each day', 'my mother feels anxious claustrophobic lost appetite and lethargic', 'my mother is 72 when she stands up for a little while she wants to pass out', 'my mother underwent an aortic aneurysm repair', 'my problem is dry eyes', 'my problem is i am always feeling fatigued in the late afternoon and evening', 'my right fallopian tube was removed', 'my right leg gets numb', 'my semen was pink in color and the last time it had blood in it', 'my skin is horribly damaged', 'my son is diagnosed with idiopathic pulmonary arterial hypertension (ipah)', 'my son is unable to express himself', 'my stomach is even bigger', 'my stomach will feel full for no reason', \"my toe got blacker and it's swollen\", 'my tongue mouth and back of throat are dry', 'my uterus is damaged', 'my white blood cells (wbc) count is high', 'my wife had a sudden body pain attack', 'my wife is not eating', 'my-ears-keep-popping hearing loss', 'myalgic encephalomyelitis', 'nails are half white and half pink', 'narcotic pain medication', 'nasal polyps', 'nausea', 'nausea and vomiting', 'nausea weight loss', 'nauseous and cold', 'neck', 'neck and back fusion', 'neck inflammation', 'need a second opinion on surgery', 'need key-hole surgery', 'need second doctor opinion', 'negative for hpv with my pap tests', 'negative pregnancy tests', 'nell’s surgery - broke my right homers', 'nerve damage', 'nerve injury after massage therap', 'neurological disorders', 'new cold virus', 'ngu (non gonoccocal urethritis) medications', 'night fall', 'nightstick fracture', 'nipple', 'no babies heart rate', 'no blood flow to the head', 'no energy depressed no appetite', 'no menstration', 'no menstruation', 'no period', 'non tender left sub mandibular lymph mode swelling', 'non-stop frequent urination', 'normocytic anemia', 'nose is bleeding and eyes are bloodshot red', 'not sure my doctor is doing it right', 'now have a ganglion cyst as well', 'now have sudden onset breathlessness', 'numbness', 'numbness in hands and legs', 'ocular migraine', 'oily filled zits', 'omega fatty acids', 'on 60 mcg of synthroid currently should i be taking more', 'on a gastroenterology ward under the care of a gastroenterologist', 'one doctor suggested to have surgery and other suggested to wait for 3 months', 'open sore on my face', 'operation to the wrist', 'opiate addiction', 'options', 'oral allergy syndrome', 'oral gonorrhea', 'oral hygiene maintenance', 'oral thrush or sore throat', 'orl', 'orthopedic doctor claimed surgery is the only solution', 'orthopedics', \"osgood sclatters disease - it's spreading\", 'ovarian cyst to do full hysterectomy', 'ovarian dermoid cyst by laparoscopy and pregnancy', 'overactive bladder', 'overdose nitrazam', 'overdose of citalopram', 'overweight', 'ovulation testing device', 'page in front of vagina', 'pain after birth', 'pain behind and above my right eye', 'pain behind my right ear in the mastoid area', 'pain during intercourse', 'pain higher up left side of my chest and armpit', 'pain in arm', 'pain in belly button region', 'pain in hand and arm', 'pain in hip', 'pain in kidney', 'pain in middle of chest', 'pain in my lower left quadrant', 'pain in my right side abdomen and groin', 'pain in my upper right abdomen', 'pain in the chest', 'pain in the left side just below the second rib', 'pain in the stomach and upper chest apparently signify that the cancer has spread', 'pain inflammation swelling', 'pain intensity 9 on a scale of 1-10', 'pain left lower abdominal', 'pain on both sides of my ribs', 'pain on left side of my chest', 'pain on my upper abdomen', 'pain relief while pregnnt', 'pain right eyebrow', 'pain sensation in my left pectoral', 'pain starts at my lower back', 'pain stiffness in hands', 'pain stops', 'pain testicles', 'pain that radiates to my bac', 'pain throughout my body', 'pain when swallowing', 'painful aching pins and needles in my arms and legs', 'painful and aching muscles', 'painful legs constant pain am taking panadol oesteo', 'painful nodule on bottom of foot', 'paining and a lump can be seen like tumour', 'pains in back of head. loud ringing in my ear', 'pains when swallowing', 'pancreatitis', 'papillary fibroelastoma and cancer', 'papillary thyroid cancer', 'paralysis in his left leg', 'paranoia', 'parathyroid adenoma', 'parathyroids on my aortic arch', 'parenting', 'parotid glands', 'patella', 'pectus excavatum', 'pediatrician', 'pediatrics', 'pelvic inflammatory disease (pid)', 'penis', 'period', 'period pains but in between periods', 'peripheral neuropathy symptoms after hiv', 'periproctic abscess', 'permanent blurred vision', 'phlegm chest infection', 'physiotherapy', 'pimples all over my face', 'plantar fasciitis', 'plate and ecrews in arm', 'please tell me what your opinion is.', 'polyarteritis nodosa pan', 'polycystic ovary syndrome', 'polysistic ovary syndrome', 'positive for amphetamine was i wrongfully discharged', 'possibility of prediabetes', 'possible kidney damage', 'postpartum depression/psychosis', 'prednisolone', 'pregnancy', 'pregnancy and hypothyroidism', 'pregnancy fitness', 'pregnancy test', 'pregnant', \"pregnant and i'm in a lot of pain\", 'pregnant heart problems', 'pregnant immediately after a miscarriage', 'pregnant pink discharge', 'premature ejaculation', 'premature ventricular contractions (pvcs)', 'preschool', 'pressure and pain behind eyes', 'prgnancy and medications', 'primary care provider thinks it is fluid or an infection', 'primolut-n and pregnancy', 'pristiq side effects', 'problems remembering very simple facts', 'problems with my digestive track', 'problems with tooth', 'progressive symptoms', 'prolapse uterus', 'prostate', 'prostate cancer', 'prostate ct scan results', 'protection from my herpes antibodies', 'psa and free psa', 'psychological counselling', 'ptb pulmonary tuberculosis', 'pubic lice', 'pulmonary disease internal medicine', 'pus coming out penis stds', 'radiologist suggested there is caudal regression syndrome', 'raised bumps on my face', 'rash around his left eye', 'rash on buttocks caused by cutaneous larva migrans', 'rash on her chest', 'rash on my face', 'rash on my leg', 'rash on neck', 'reaction to energy drink', 'reaction to my tattoos and piercings', 'reactive airway and cough variant asthma', 'read my mri arthrogram', 'really painful pelvic pain', 'received dye /liquid into cannula during ct scan', 'recommended procedure consider too dangerous', 'reconstruction surgeries', 'recovery', 'rectum down leg', 'red blisters from cat scratch', 'red bumps', 'red bumps over all of my body', 'red face', 'red rashes', 'red wasp bite', 'reddish and yellowish kind of substance', 'reduce weight', 'relapsing-remitting multiple sclerosis (rrms)', 'removal of metal plate', 'repetitive doses of rabipur vaccine', 'restless legs syndrome (rls)', 'retroverted uterus', 'rheumatic heart disease', 'rheumatoid arthritis', 'rheumatoid arthritis and antibody tests to detect autoimmune diseases were negative', 'rheumatoid arthritis positive or normal', 'rhomboid muscle', 'rib cage', 'rib insertion/vertebra problem', 'right hand and foot have been numb', 'right side pain', 'right template pain', 'ring worms', 'ringing ears', 'ringworm', 'ringworms', 'root canal pain', 'root canal treatment', 'rotatory cuff surgery', 'rubella during pregnancy', 'ruptured brain aneurysm', 'safe to inject clexane', 'salicylic acid', 'sarcoidosis', 'sarm mk677', 'scalp dandruff like fungal infection', 'scalp tumor', 'scar tissue spots', 'schizophrenia', 'sciatica pain', 'secondary amenorrhea from anorexia', 'seizures', 'selective serotonin reuptake inhibitors', 'self-attacking thoughts and feelings', 'sesamoid pain', 'sever rib pains on both side', 'severe chronic active epstein-barr virus infection', 'severe cramps', 'severe ear infection', 'severe headaches and migraines', 'severe kidney infection', 'severe lower back pain', 'severe nerve pain', 'severe neurological symptoms', \"severe pain in her lower back can't walk far\", 'severe pain with my lower back', 'severe stomach pain', 'severe vaginal itching', 'sex reassignment surgery', 'sexual health', 'sexuallt transmitted infection', 'shaking hands or tremor and weakness', 'shaking sensation when my muscles are under stress', 'sharp pain', 'sharp pain under my lower left rib cage', 'sharp stabbing pain on my right side', 'she has bronchitis', 'shingles transmission', 'shooting pain on the top right of her head', 'short term memory issues', 'short-term anxiety symptoms', 'should a cortisone injection be done without ultra sound guidance', \"should i have a caudal injection at doctor's office or surgery center\", 'should my doctor do other tests', \"shoulder blade pain for 3 years now and the doctors don't know what is wrong\", 'shoulder pain', 'sickle-cell disease', 'sickness after eating', 'sinus infection', 'sinus infection (acute frontal sinusitis)', 'sinus issues mucous build up in nose', 'sinus surgery', 'sinusitis', 'sjogrens syndrome', 'skin', 'skin blotches', 'skin condition after medication for diabetics and cardio vascular', 'skin crawling', 'skin disease', 'skin mole cancer melanoma', 'skin rash', 'skin rash/bump/bite', 'skin sore', 'skin tag', 'skin tags', 'sleep deprivation electromagnetic sensations', 'sleep hygeine', 'sleep-related eating disorders', 'sleeping disorders', 'sleeve gastronomy', 'small bumps all over my body', 'small herniated disk c5c6', 'small intestine', 'small intestines held together with pins', 'small lump in the back of my neck', 'small thrombus in distal right pulmonary artery', 'smelling night sweats', 'smoking pot', 'something wrong with my lungs', 'son is six and gets repeated nose bleeds', 'sore throat and really sore neck', 'spder bites while pregnant', 'specks of blood on face', 'spermatocele (epididymal cyst)', 'spinal fusion', 'spine condition with pain', 'spine deformation', 'spine issues or parkinsons or both', 'spine problems', 'spine protrusion', 'spironolactone. is this safe', 'spleen', 'spot in chest x ray', 'spots and rashes all over my stomach and back', 'spots on both legs', 'spots on hands and feet', 'ssri', 'stabbing chest pains', 'stabbing pain arm is numbing', 'stabbing pain mid back', 'stage 2 throat and neck cancer', 'stage 4 anal cancer left radiation neuritis of sciatic nerve', 'stage 4 gastrointestinal cancer want to try hemp oil or cannabis oil', 'stage 4 sarcomatoid carcinoma', 'staph (staphylococcus) aureus', 'staph infection', \"staph infections crohn's\", 'staphylococcus epidermidis bladder infection', 'start_conversation', 'stiff neck and slight pain', 'stinging when urinating', 'stomach aches', 'stomach and back pain', 'stomach cancer', 'stomach cramps nauseous no appetite', 'stomach gets extremely extended', 'stomach pain', 'stomach pain nausea blurred vision muscle pain', \"stomach that doesn't digest and swollen eyes\", 'stopped my medication', 'strange pain in my left arm', 'strep throat (streptococcal pharyngitis)', 'stress', 'stroke', 'stroke on right side of brain', 'suboccipital surgery', 'sudden balding', 'sudden twitch/spasm feeling in my stomach', 'suffer from copper deficiency', 'suffered some sort of seizure', 'suffering burning muscle pain', 'suffering from feet gangrene', 'suffering from joint disease', 'suffering panic/anxiety attacks', 'suffering with a subconjunctival hemorrhage', 'suffers from numbness and pins/needles', 'sunburn', 'superficial thrombophlebitis', 'supraspinatous tendon with 9 mm retraction. do i have to have surgery', 'surgeon left a broken anchor in me', 'surgery and prgnancy', 'surgery or nuclear medicine better', 'surgery to walk in high heels again', 'suspected-to-have-a-lung-cancer', 'suspicious densities in upper right lobe', 'swelling in feet ankles and legs', 'swollen ankles', 'swollen breasts', 'swollen calf', 'swollen feet and legs', 'swollen hands', 'swollen hard stomach', 'swollen lymph node', 'swollen lymph nodes and pain', 'swollen lymph nodes on the back of my neck', 'swollen salivary glands', 'swollen testicles', 'symptoms', 'symptoms up and down fever 95* - 102.5 and body aches including teeth even hurting', 'syncope symptoms', 'syndrome aicardi–goutières', 'syphilis', 'tachycardia', 'taking medicines in large quantities', 'taking supplements', 'tapering off taper candesartan', 'tear duct fusion is it safe', 'teenage back pain', 'teeth removed swelling has increased', 'temporomandibular joint disorders', 'terrible heart palpitations', 'terrible stomach pain', 'thanks', 'they found a 4 cm cyst on my left kidney', 'they found oral cancer', 'thing on skin', 'think i have a severe kidney infection', 'thoracic pain', 'throat blockage', 'throat cancer', 'throbbing on my right temple', 'thromboembolic complications', 'thumping headache with loss of appetite', 'thyroglobulin antibodies', 'thyroid cancer', 'thyroid gland', 'thyroid nodule benign or malignant', 'thyroid problem', 'thyronom for skin allergy', 'tibia bone', 'tingling sensation', 'tired aching legs', 'tired all the time', 'titanium compression screw inserted into my scaphoid', 'tmj', 'toddlers', 'toe has been amputated', 'tonsillitis for over a week', 'tonsils', 'took depo shot', 'tooth and gum pain', 'tooth decay', 'top right shoulder pain', 'tore a rotator cuff', 'torn anterior cruciate ligament', 'torn ligaments', 'totally disengaging myself', 'toxic shock syndrome', 'toxic vapour overdose', 'transgender lab tests', 'transvaginal examination with unusual results', 'transvaginal scan', 'treatment options', 'tricuspid valve regurgitation', 'trouble breathing through my nose', 'trying to get pregnant', 'trying to have a child', 'tsh gone up to 6.63', 'tsh levels and pregnancy', 'tuberculosis (tb) and fever', 'tummy ache/pain of the abdomen', 'tumor (gest)', 'tumor on lung pet scan show suspicious', 'twisted neck', 'type 2 diabetes using ok without metformin and lisinopril', 'type ii diabetic', 'type ii diabetic nutrition', 'type-ii diabetes', 'typhoid', 'uffering a head pain in the back', 'ulcers on leg', 'ultrasound', 'ultrasound of my baby show hypertolerism', 'umbilicus is infected', 'uncomfortable pain in my right flank area', 'uneven hip creases', 'unexplained acute onset of tingling in both my legs', 'unexplained symptoms', 'unexplaines headahes', 'unprotected sex', 'unreached development milestones', 'untreatable cancer', 'upper body (rib cage/lungs area) is always tight', 'upper left arm in pain', 'upper right abdominal pain on a daily basis', 'upper thighs turned purple', 'urinary bladder', 'urinary tract infection', 'urinating problems', 'urination pus', 'urine analysis', 'urine has no color', 'urine is now inside my vaginal canal', 'urine problems', 'using an elbow brace', 'using colostomy bag after hernia surgery', 'vaccine side effects', 'vagina pain', 'vaginal area is swollen', 'vaginal bleeding', 'vaginal discharge', 'vaginal infection', 'vaginal odor', 'varicocele microsurgery', 'varicocele surgery', 'veins on cheeks', 'ventolin', 'vfib', 'vibration like effect in my upper left chest', 'victim of a medical mistake', 'violent spasms in my head', 'viral infection', 'vision and eye disorders', 'vitamin b12 deficiency', 'vitamin deficiency', 'vitamins', 'vitiligo', 'vomit every day headache constantly fatigue weakness', 'vomiting blood', 'want breast reduction surgery', 'was having a bad bout of ocd (obsessive compulsive disorder)', 'was that a proper medication prescription?', 'was told i had rbc (red blood cell count)deficiency', 'watery eyes', 'we had a wonderful girl but she was born with deformed toes?', 'we have been trying to have a baby for over 2 years now', 'weak ankles', 'weak muscles', 'weight', 'weight loss', 'weight problems', 'what disease i have doctor?', 'what do my mri results indicate?', 'what kind of skin condition is this', 'what_are_you', 'whey protein has caused unstoppable diarrhea', 'whiplash accident injuries', 'white and red patches in mouth', 'white growth in throat', 'will my ovary need removal', 'withdrawal', 'withdrawl symtoms', 'woman who still gets acne', 'woman with very swollen stomach', 'work and travel while pregnant', 'worms in stomavh', 'wound healing', 'wrist fracture', 'wrong dose of antibiotics', 'yeast infection', 'yellow bumps in my throat', 'yesterday morning i woke in excruciating pain in my left thigh']\n",
      "5237 unique lemmatized words ['%', '&', \"'\", \"''\", \"'d\", \"'ll\", \"'m\", \"'re\", \"'s\", \"'ve\", '(', ')', '*******', '+', ',', '-', '--', '-10th', '-146', '-39', '-90', '-and', '-everyone', '-lou', '-no', '-should', '-very', '.', '/', '/liquid', '/slightly', '0', '03', '04', '07', '1', '1-10', '1-2', '1-5', '1.', '1/2', '1/2016', '10', '10/11/2016', '100', '101', '102', '103', '107', '10cm', '10mg', '10yr', '11', '110', '115', '11th', '12', '12.', '12/03/2012', '12000', '123/min', '128', '12th', '13', '13.', '131', '13cm', '14', '1400', '140lbs', '15', '150', '15mg', '15th', '15yrs', '16', '16.', '165', '17', '17000', '175', '18', '18.', '180', '1800', '18th', '18yrs', '19', '19.', '1992', '19weeks', '1:41', '1gg3', '1st', '2', '2+', '2-', '2-3', '2-3x', '2-week', '2.', '20', '20-30', '200', '2008', '2009', '2010', '2011', '2012', '2012.', '2013', '2014', '2014.', '2015', '2015.', '2016', '2017', '205', '20mg', '20mgs', '20min', '20yrs', '21', '22', '23', '24', '24/7', '240/110', '249lbs', '25', '250mcg', '25mg', '26', '27', '27/nl', '28', '29', '29-30', '2and', '2diabet', '2g', '2nd', '2year', '3', '3-4', '3.', '30', '300', '300calorie', '30ml', '31', '32', '33', '33+4', '34ff', '35', '36', '36c', '37', '37and', '38', '39', '3b', '3d', '3rd', '3st', '4', '4-5', '40', '40-year-old', '40000', '40k', '40mg', '41', '41-', '42', '42y/o', '43', '44', '44.', '45', '450g', '46', '4b2', '4cm', '4months', '4pm', '4th', '5', '50', '50-50', '500', '500mg', '50ml', '52', '520', '53', '54', '54.', '55', '550', '58', '58-year-old', '5\\\\', '5cm', '5ft', '5in', '5k', '5mg', '5ml', '5mm', '5th', '6', '6-7', '6.', '60', '60lbs', '61', '62', '63', '65', '65yrs', '69', '6mo', '6th', '7', '7-8', '7/nl', '71', '72', '73', '74', '77', '78kgs', '8', '8-100', '8-9', '8-month-old', '8.', '80', '82', '85-90', '85/55', '87', '8th', '9', '90/60', '91', '975', '98', '9kg', '9th', ':', ';', '<', '>', '@', '\\\\', '``', 'a', 'a.', 'a1c', 'aarskog-scott', 'ab', 'ab/ag', 'abdomen', 'abdomen/discomfort', 'abdominal', 'ability', 'ablation', 'able', 'abnormal', 'abnormality', 'abnormally', 'abort', 'abortion', 'about', 'above', 'abrupt', 'abruptly', 'abscess', 'absence', 'absolutely', 'abused', 'abusing', 'abusive', 'accelerator', 'accept', 'accepted', 'accident', 'accident…', 'accompanied', 'according', 'accurate', 'accutane', 'achalasia', 'ache', 'ache/pain', 'achieve', 'achilles…can', 'aching', 'achy', 'achy-', 'acid', 'acidity', 'acinetobacter', 'acl', 'acne', 'aconitum', 'acoustic', 'acquired', 'across', 'act', 'acting', 'action', 'active', 'activity', 'activity…but', 'actual', 'actually', 'acupuncture', 'acute', 'adam', 'adamond', 'add', 'add/adhd', 'added', 'adderall', 'addicted', 'adding', 'addison', 'additional', 'addressed', 'adenocarcinoma', 'adenoma', 'adenomyosis', 'adhd', 'adhd/add', 'adhesion', 'adjustment', 'administer', 'admission', 'admitted', 'adolescence', 'adrenal', 'adrenaline', 'adult', 'advance', 'advanced', 'advantage', 'adversarial', 'adverse', 'advice', 'advisable', 'advise', 'advised', 'advse', 'afect', 'affair', 'affect', 'affected', 'afford', 'afghanistan', 'afib', 'afp', 'afraid', 'africa', 'afriend', 'after', 'afternoon', 'afterwards', 'ag/ab', 'again', 'age', 'agen', 'aggressive', 'ago', 'agony', 'ago…my', 'ago…pain', 'agree', 'agressive', 'aicardi–goutières', 'aid', 'airway', 'al', 'alarming', 'albicans', 'albino', 'alcohol', 'all', 'all.', 'allergic', 'allergy', 'allow', 'almond', 'almost', 'almostall', 'alone', 'along', 'alot', 'aloud', 'alpha-fetoprotein', 'alphabet', 'already', 'also', 'alsp', 'alta', 'altered', 'alternate', 'alternating', 'alternative', 'although', 'always', 'alzheimers', 'am', 'amebiasis', 'amenorrhea', 'amnesia', 'amniocentesis', 'amoebiasis', 'amount', 'amoxicillin', 'amphetamine', 'amputate', 'amputated', 'amylase', 'amyotrophic', 'an', 'ana', 'anabolic', 'anaemia', 'anaemic', 'anal', 'analysis', 'anatomy', 'anchor', 'and', 'and/or', 'andersson', 'anemia', 'anemic', 'anesthetic', 'aneurysm', 'anger', 'angina', 'angio', 'angioedema', 'angiography', 'angry', 'anhedonic', 'animal', 'anitratus', 'ankle', 'ankylosing', 'anniversary', 'announcement', 'annular', 'anorexia', 'anorexic', 'another', 'answer', 'ant-seizure', 'anterior', 'anterlothesis', 'anti', 'anti-anxiety', 'anti-coagulants', 'anti-fungal', 'anti-malaria', 'antibiotic', 'antibiotics…', 'antibody', 'anticipation', 'anticoagulant', 'antidepressant', 'antigen', 'antihistamine', 'antinuclear', 'anus', 'anxiety', 'anxious', 'any', 'anymore', 'anyone', 'anything', 'anytime', 'anyway', 'anywhere', 'aortic', 'apart', 'apnea', 'apologizes', 'appear', 'appeared', 'appearing', 'appears', 'appendectomy', 'appendicitis', 'appendix', 'appetite', 'apple', 'application', 'apply', 'applying', 'appointment', 'appreciate', 'appreciated', 'approach', 'approached', 'appropriate', 'approx', 'approximately', 'appt', 'april', 'aprox', 'aps', 'apt', 'arch', 'are', 'area', 'arent', 'areola', 'argue', 'argument', 'aripip', 'aripiprazole', 'arm', 'armpit', 'arogyam', 'around', 'arrythmia', 'arterial', 'artery', 'arthritis', 'arthrogram', 'arthroscopy', 'arthrosis', 'article', 'as', 'asap', 'ask', 'asked', 'asking', 'asks', 'asleep', 'aspiration-', 'assaulted', 'assessment/plan', 'assignment', 'associated', 'assumed', 'assuming', 'asthma', 'asthmatic', 'asymptomatic', 'at', 'ataxia', 'ate', 'atenolol', 'atherosclerotic', 'athlete', 'athropy', 'ativan', 'atkins', 'atleast', 'atm', 'atorvastatin', 'atrial', 'atrophic', 'atrophy', 'attack', 'attack/myocardial', 'attacked', 'attack…blotches', 'attemping', 'attempt', 'attention', 'attracted', 'atypical', 'aug', 'augmentin', 'august', 'aunt', 'aura/epilepsy', 'aureus', 'autism', 'autistic', 'auto', 'autoimmune', 'avail', 'available', 'average', 'avf', 'avocado', 'avoid', 'avoidant', 'awaiting', 'awakened', 'away', 'awesome', 'awful', 'axis', 'ayurveda', 'ayurvedic', 'azthma', 'azythromicin', 'b', 'b-blocker', 'b/p', 'b12', 'b4', 'b6', 'baby', 'back', 'back/top', 'backside', 'baclofen', 'bacteria', 'bacterial', 'bactrim', 'bad', 'bad\\\\', 'badly', 'baffled', 'baffling', 'bag', 'balance', 'balance/unsteady', 'balanitis', 'bald', 'baldness', 'ball', 'ball/bump', 'ballet', 'band', 'banging', 'banter', 'bar', 'barely', 'barn', 'barre', 'barret', 'basal', 'base', 'baseball', 'based', 'basic', 'basically', 'basis', 'bath', 'bathroom', 'battery', 'be', 'beach-', 'bear', 'bearing', 'beat', 'beating', 'became', 'becaue', 'because', 'become', 'becomes', 'becoming', 'bed', 'bedridden', 'beef', 'been', 'befor', 'before', 'began', 'begin', 'beginning', 'begs', 'begun', 'behave', 'behavior', 'behavior/mood/feelings', 'behind', 'bein', 'being', 'belev', 'belief', 'believe', 'belive', 'bell', 'belly', 'bellybutton', 'below', 'belt', 'belviq', 'benadryl', 'bench', 'bend', 'beneath', 'benefit', 'benign', 'benzoyl', 'best', 'beta', 'better', 'between', 'bf', 'bhp', 'biceps', 'bifida', 'big', 'bigger', 'biggest', 'bike', 'biking', 'bilateral', 'bile', 'bill', 'binge', 'biologically', 'biopsy', 'biopsy-both', 'bipolar', 'birth', 'bit', 'bite', 'black', 'blacker', 'blackhead', 'blacking', 'bladder', 'blade', 'blame', 'bled', 'bleed', 'bleeding', 'bleeds', 'blind', 'blindness', 'blister', 'blistering', 'bloated', 'bloating', 'block', 'blockage', 'blocked', 'blond', 'blood', 'bloodshot', 'bloody', 'blood…had', 'blotch', 'blown', 'blue', 'blurr', 'blurred', 'blurring', 'blurry', 'blush', 'blushing', 'boderline', 'body', 'body/muscle', 'bodybuilding', 'boil', 'bomb', 'bone', 'boob', 'book', 'borage', 'border', 'born', 'both', 'bother', 'bothering', 'bottle', 'bottom', 'bout', 'bowel', 'boy', 'boyfriend', 'bp', 'bppv', 'bra', 'brace', 'brain', 'brain…now', 'brand', 'break', 'breaking', 'breakout', 'breakup', 'breast', 'breastfed', 'breastfeed', 'breastfeeded', 'breastfeeding', 'breastffeding', 'breastmilk', 'breast…is', 'breath', 'breathe', 'breathed', 'breather', 'breathe…', 'breathing', 'breathlessness', 'bribe', 'bright', 'brilliant', 'bring', 'brings', 'brittle', 'broadcasted', 'broke', 'broken', 'bromocriptine', 'bronchiolitis', 'bronchitis', 'bronchoscopy', 'brother', 'brought', 'brown', 'brown-orange', 'brownish', 'bruise', 'bruising', 'bruising/swelling', 'brung', 'brush', 'brushing', 'bubble', 'bubbling', 'bud', 'buddy', 'bug', 'build', 'bulbospongiosus', 'bulge', 'bulged', 'bulimia', 'bulking', 'bull', 'bum', 'bumbs', 'bump', 'bunch', 'burn', 'burn-out', 'burning', 'burning…', 'burnt', 'burn…', 'burp', 'burping', 'bursitis', 'burst', 'bus', 'business', 'busy', 'but', 'butter', 'buttock', 'button', 'but…', 'buzz', 'by', 'bye', 'bypass', 'c', 'c-section', 'c3', 'c5c6', 'ca', 'cabg', 'caffeine', 'cage', 'calcarea', 'calcification', 'calcium', 'calf', 'california', 'call', 'called', 'calling', 'calm', 'caloric', 'calorie', 'calpol', 'cam', 'came', 'can', 'canal', 'cancer', 'cancerous', 'candesartan', 'candida', 'candidate', 'cannabis', 'cannula', 'cant', 'cap', 'capoten', 'capsule', 'captain', 'car', 'carb', 'carb-high', 'carbamazepine', 'carbohydrate', 'carbonica', 'carbs', 'carcinogenic', 'carcinoma', 'cardiac', 'cardio', 'cardiography', 'cardioverter', 'care', 'caregiver', 'carotid', 'carotidis', 'carrier', 'carrot', 'carry', 'cartilage', 'cartoon', 'case', 'cast', 'caster', 'cat', 'catch', 'catheter', 'caucasian', 'caudal', 'caught', 'cause', 'caused', 'causing', 'cbc', 'cd4-cd5', 'cdiff', 'cease', 'cefdinir', 'ceftriaxone', 'celexa', 'celiac', 'celiacs', 'cell', 'cellulitis', 'cemo', 'center', 'central', 'cerebral', 'cerelle', 'certain', 'cervical', 'cervix', 'cf', 'chair', 'chairi', 'chalazia', 'chance', 'change', 'changed', 'changing', 'charged', 'charity', 'charley', 'chart', 'cheating', 'check', 'checked', 'checking', 'checkup', 'cheek', 'cheerful', 'cheerleader', 'chemical', 'chemo', 'chemotherapy', 'cherry', 'chest', 'chia', 'chick', 'chicken', 'child', 'childhood', 'chill', 'chilled', 'chipped', 'chiropractor', 'chlamydia', 'chloraseptic', 'chlymedia', 'chocolate', 'choked', 'choking', 'cholecystectomy', 'cholesterol', 'chondromalacia', 'chrincic', 'chronic', 'cialis', 'cider', 'cigarette', 'cin', 'circle', 'circles…', 'circumcision', 'circumference', 'circumferential', 'cirrhosis', 'citalopram', 'ckd', 'claim', 'claimed', 'clairvoyance', 'class', 'classed', 'classic', 'classification', 'classify', 'claustrophobic', 'clavical/collarbone', 'clavicle', 'clay', 'clean', 'cleanse', 'cleanup', 'clear', 'clearing', 'clearly', 'clenbuterol', 'clexane', 'click', 'client', 'climbing', 'clindamycin', 'clinic', 'clobetasol', 'clock', 'clonazepam', 'close', 'closed', 'closing', 'clostridium', 'clot', 'clothes', 'clothes…', 'cloudy', 'clubbing', 'clubfoot', 'clue', 'clueless', 'clutch', 'cm', 'cmt', 'cmv', 'cnb', 'co', 'co2', 'coach', 'coagulation', 'coaptite', 'cocaine', 'cocodamol', 'codine', 'coeleic', 'coeliec', 'cognitive', 'coincidentally', 'cold', 'cold/fever', 'colitis', 'collapse', 'collapsed', 'collar', 'collarbone', 'collected', 'college', 'collegiate', 'colloid', 'colon', 'colon/intestines', 'colonoscopy', 'color', 'colored', 'colostomy', 'colour', 'columbia', 'com', 'coma', 'combination', 'combo', 'come', 'coming', 'common', 'commonly', 'communicate', 'comparatively', 'compared', 'compelled', 'competitive', 'complain', 'complained', 'complaining', 'complains', 'complaint', 'complete', 'completed', 'completely', 'completing', 'completly', 'complexion', 'complicated', 'complication', 'compound', 'compress', 'compression', 'compulsive', 'computer', 'conceive', 'conceiving', 'concentrate', 'concentrating', 'concentration', 'concentric', 'concept', 'concern', 'concerned', 'concerning', 'concerta', 'concluded', 'conclusive', 'concussion', 'condition', 'condom', 'conducted', 'conduction', 'conduit', 'confirm', 'confirmed', 'confused', 'congenital', 'congestion', 'congestive', 'conjunctivitis', 'connection', 'connective', 'conscious', 'consciousness', 'consent', 'consequently', 'consider', 'considered', 'considering', 'consistency', 'consistently', 'constant', 'constantly', 'constipated', 'constipation', 'constrict…can', 'construction', 'consult', 'consulted', 'consume', 'consuming', 'consumption', 'contact', 'contacted', 'contagious', 'contimplating', 'continious', 'continue', 'continued', 'continues', 'continuous', 'continuously', 'contorts', 'contraception', 'contraceptive', 'contracted', 'contraction', 'contrast', 'contribute', 'contributed', 'control', 'controlling', 'controversial', 'controversy', 'conversation', 'converted', 'convince', 'convinced', 'convulsion', 'convulsive', 'cookie', 'cooperating', 'copd', 'cope', 'copeing', 'copper', 'copy', 'cord', 'core', 'coricidin', 'cornea', 'corner', 'cornic', 'corona', 'coronary', 'correct', 'corticosteroid', 'cortisone', 'cost', 'costochondritis', 'costudy', 'cotaryl', 'cough', 'coughing', 'could', 'couldn', 'couldnt', 'counlsor', 'counseling', 'counselor', 'count', 'countless', 'country', 'couple', 'course', 'cousin', 'cover', 'covered', 'covering', 'coxarthrosis', 'coxsackie', 'cp', 'cpap', 'cpvt', 'cracked', 'cracking', 'crackle', 'crackling', 'cramp', 'cramping', 'crap', 'crash', 'crashe', 'craving', 'crawl', 'crawled', 'crawling', 'crazy', 'cream', 'crease', 'creating', 'creatinine', 'creative', 'credibility', 'cricket', 'cried', 'crippled', 'crisis', 'crohn', 'crooked', 'cross', 'croup', 'crowding', 'crown', 'cruciate', 'crush/to', 'crushed', 'crutch', 'cry', 'crystal', 'ct', 'ct.', 'cube', 'cuff', 'culture', 'cum', 'curable', 'cure', 'cured', 'curing', 'current', 'currently', 'cursed', 'curvature/size', 'curved', 'cushing', 'custody', 'cut', 'cutaneous', 'cutis', 'cutting', 'cuz', 'cycle', 'cyprodex', 'cyst', 'cytomegalovirus', 'cytotec', 'd', 'd3', 'dad', 'daily', 'dairy', 'daktarin', 'damage', 'damaged', 'dancer', 'dancing', 'dandruff', 'danger', 'dangerous', 'dangerously', 'dark', 'darker', 'date', 'dating', 'daughter', 'day', 'daycare', 'daze', 'dead', 'deadline', 'deadly', 'deal', 'dealing', 'death', 'debilitated', 'debilitating', 'dec', 'decay', 'decdan', 'decided', 'decision', 'declared', 'decongestant', 'decrease', 'decreased', 'decreasing', 'deep', 'defect', 'defibrillator', 'deficiency', 'deficient', 'deficit', 'definitely', 'definitively', 'deformed', 'degeneration', 'degrading', 'degree', 'dehydrated', 'delay', 'delayed', 'delhi', 'delivery', 'demand', 'dementia', 'demonstated', 'demotivated', 'dengue', 'denied', 'density', 'dental', 'dentist', 'dentistry', 'dependent', 'deployment', 'depo', 'depo-provera', 'depo-provera…many', 'deposit', 'depressed', 'depresses', 'depression', 'depression/psychosis', 'depression…what', 'deprivation', 'deprived', 'derm', 'dermal', 'dermatitis', 'dermatologist', 'dermoid', 'desire', 'desperate', 'despite', 'destroyed', 'detached', 'detail', 'detect', 'detected', 'deteriorating', 'deterioration', 'determine', 'determined', 'devastated', 'develop', 'developed', 'developing', 'development', 'deviation', 'device', 'dexamethasone', 'dexona', 'dextroscoliosis', 'dht', 'diabetes', 'diabetic', 'diagnose', 'diagnosed', 'diagnosis', 'diagnostic', 'diagnsis', 'diagonosed', 'dialysis', 'diaper', 'diaphragmatic', 'diarrhea', 'diastasis', 'did', 'didn', 'didnt', 'dieases', 'died', 'diet', 'diff', 'difference', 'different', 'differentiate', 'difficile', 'difficult', 'difficultly', 'difficulty', 'diffuse', 'digest', 'digestion', 'digestive', 'digital', 'digoxin', 'dilaudid', 'dinner', 'diplegia', 'direct', 'directly', 'disability', 'disabled', 'disagree', 'disappear', 'disappeared', 'disc', 'discectomy', 'discharge', 'discharged', 'discipline', 'disclose', 'discoloration', 'discomfort', 'discontinuation', 'discontinued', 'discontinuous', 'discoverd', 'discovered', 'discrepancy', 'discrete', 'discution', 'disease', 'disease-', 'disengaging', 'disequilibrium', 'disgusting', 'dish', 'dishwashing', 'disjointed', 'disk', 'dislocate', 'dislocated', 'dislocation', 'dismissed', 'disobedient', 'disorder', 'disorder…', 'disoriented', 'displaced', 'displacement', 'dissapear', 'distal', 'distance', 'distant', 'distended', 'distortion', 'distracted', 'distraught', 'distressing', 'disturbed', 'disturbing', 'diverse', 'diverticulitis', 'dizziness', 'dizzy', 'dizzy…', 'dnt', 'do', 'doc', 'doctor', 'doctor…', 'doctor…he', 'doe', 'doesn', 'doesnt', 'dog', 'doh', 'doing', 'dominant', 'dominating', 'don', 'donated', 'donating', 'done', 'donresp', 'dont', 'dos', 'dosage', 'dose', 'dosent', 'dosnt', 'dostinex', 'dot', 'double', 'doubt', 'down', 'downhill', 'doxocycline', 'doxycycline', 'doze', 'dr', 'dr.', 'drag', 'drainage', 'drained', 'drama', 'dramatic', 'drank', 'dream', 'drink', 'drinking', 'drink…50', 'drip', 'dripping', 'drive', 'drive/libido', 'driving', 'drone', 'droop', 'drop', 'dropped', 'dropping', 'drowning', 'drowsiness', 'drowsy', 'drug', 'drugged', 'drum', 'dry', 'dryness', 'dsdna', 'dtap', 'duct', 'ductal', 'due', 'dull', 'dumb', 'dummy…', 'dumping', 'duphaston', 'during', 'dutasteride', 'dwindle', 'dye', 'dyer', 'dying', 'dynamization', 'dysentery', 'dysfunction', 'dyslexia', 'dyslexic', 'dysplastic', 'dyspnoea', 'dystonia', 'déjà', 'e-stim', 'e.', 'each', 'ear', 'earache', 'eardrum', 'earliest', 'earlobe', 'early', 'ears…', 'ear…', 'ease', 'easily', 'easy', 'eat', 'eating', 'ebv', 'eccept', 'ecg', 'echo', 'ecoli', 'ecstasy', 'ectopic', 'ectopics', 'eczema', 'ed', 'edema', 'edge', 'edgy', 'educated', 'education', 'effect', 'effective', 'effogen', 'effort', 'effusion', 'egg', 'either', 'ejaculate', 'ejaculated', 'ejaculating', 'ejaculation', 'ekg', 'elbow', 'elderly', 'eldest', 'electical', 'electric', 'electrolyte', 'electromagnetic', 'elevated', 'elevation', 'eliminate', 'else', 'eltroxin', 'embarrasing', 'embarrassed', 'embarrassing', 'embo', 'embolism', 'embolization', 'emergency', 'emg', 'emission…on', 'emotion', 'emotional', 'emotionally', 'employed', 'employee', 'encephalitis', 'encephalomyelitis', 'encountered', 'end', 'endarterectomy', 'ended', 'ending', 'endo', 'endometrial', 'endometrioma', 'endometriosis', 'endoscopic', 'endoscopy', 'endurance', 'energy', 'engaged', 'engagement', 'engg', 'english', 'enhance', 'enhancement', 'enjoy', 'enlarged', 'enlargement', 'enough', 'enquiry', 'ensuring', 'ent', 'entire', 'entrepreneur', 'environment', 'enzyme', 'eosinophil', 'eosinophilia', 'eosinophilic', 'epidermal', 'epidermidis', 'epididymis', 'epididymitis', 'epidiymis', 'epidural', 'epigastric', 'epigastrium', 'epilepsy', 'epileptic', 'epinephrine', 'episode', 'episode/mri', 'episodic', 'epithelial', 'epitheliosis', 'eptoin', 'equal', 'equatorial', 'er', 'erectile', 'erection', 'erosive/ulcerative', 'erythematosus', 'erythrocyte', 'erythrophobia', 'esophageal', 'esophagus', 'especially', 'esr', 'essential', 'etc', 'etc.', 'etters', 'eumelanin', 'europe', 'euthyrox', 'evacuation', 'evaluation', 'eve', 'even', 'evening', 'event', 'eventration', 'ever', 'every', 'every-time', 'everybody', 'everyday', 'everyone', 'everything', 'everytime', 'everywhere', 'eveyone', 'evident', 'ex', 'exact', 'exam', 'examination', 'example', 'exam…you', 'exasperation', 'excatly', 'excavatum…should', 'except', 'excess', 'excessive', 'excessively', 'excited', 'exclusively', 'excrement', 'excruciating', 'excrutiating', 'exercise', 'exercising', 'exert', 'exerting', 'exertion', 'exhaust', 'exhausted', 'exhausting', 'exhaustion', 'expect', 'expected', 'experience', 'experienced', 'experiencing', 'experimented', 'expert', 'explain', 'explained', 'explanation', 'exposed', 'exposure', 'express', 'extended', 'extending', 'extensive', 'extra', 'extraction', 'extreme', 'extremely', 'extremly', 'extrophy', 'eye', 'eyebrow', 'eyedrop', 'eyelash', 'eyes…what', 'eziekiel', 'face', 'face-lift', 'face…', 'facial', 'facing', 'fact', 'factor', 'faecal', 'faeces', 'fail', 'failed', 'failure', 'faint', 'fainted', 'fainting', 'faintness', 'fake', 'fall', 'fallen', 'falling', 'falling…', 'fallopian', 'fall…itching', 'false', 'familial', 'family', 'famous', 'fancy', 'far', 'fart', 'fasciitis', 'fast', 'fasten', 'faster', 'fat', 'fatal', 'fatgue', 'father', 'fatigue', 'fatigued', 'fatty', 'fault', 'fear', 'feb.', 'fecal', 'fed', 'feed', 'feeding', 'feel', 'feeling', 'fell', 'fellow', 'felt', 'female', 'female-to-male', 'femur', 'fence', 'fenugreek', 'ferritin', 'ferro', 'fertility', 'fertilization', 'fetal', 'fetus', 'fever', 'fever-', 'fever…is', 'fever…tests', 'few', 'fiance', 'fibro-elastoma', 'fibroid', 'fibromyalgia', 'fibrosis', 'fibula', 'fight', 'fighting', 'figure', 'fill', 'filled', 'filler', 'filter', 'finally', 'finance', 'financial', 'find', 'finding', 'fine', 'finger', 'fingered', 'fingernail', 'fingertip', 'finish', 'finished', 'fire', 'firends', 'firming', 'first', 'firstly', 'firsty', 'fish', 'fissure', 'fissured', 'fistula…safe', 'fit', 'fitness', 'fitted', 'five', 'fix', 'fixed', 'flaking', 'flaky', 'flank', 'flap', 'flare', 'flash', 'flat', 'flax/olive', 'flea', 'flesh', 'flesh-colored', 'flex', 'flight', 'flipped', 'floating', 'flomax', 'floor', 'floss', 'flotation', 'flow', 'flu', 'fluctuates', 'fluid', 'flung', 'flunil', 'fluoride', 'fluoxetine', 'flush', 'flutter', 'flux', 'fmf', 'fnac', 'focus', 'fog', 'foggy', 'fold', 'foley', 'folic', 'follicle', 'folliculitis', 'follow', 'followed', 'following', 'folvite', 'food', 'foot', 'football', 'for', 'force', 'fore', 'forearm', 'foreign', 'foreskin', 'forget', 'forgetful', 'forgetfulness', 'forgot', 'forgotten', 'form', 'formation', 'formed', 'forming', 'formula', 'fortune', 'forum', 'forward', 'foul', 'found', 'four', 'fourth', 'fracture', 'fractured', 'freak', 'freaked', 'freaking', 'free', 'freed', 'freeze', 'freezing', 'frenuloplasty', 'frenulum', 'frequant', 'frequent', 'frequently', 'fresh', 'friday', 'fried', 'friend', 'frightened', 'frm', 'from', 'fromswollen', 'front', 'frontal', 'fruits/vegetables', 'frustrated', 'full', 'full-time', 'fully', 'fume', 'fun', 'function', 'fundoplication', 'fungal', 'fungus', 'funny', 'further', 'fused', 'fusion', 'fuss', 'fussy', 'future', 'fybromyalgia', 'g', 'g2', 'g4-', 'gad', 'gagan', 'gain', 'gained', 'gaining', 'gall', 'gallbladder', 'gallon', 'gallstone', 'game', 'ganglion', 'gangrene', 'gap', 'gastric', 'gastritis', 'gastro', 'gastroenteritis', 'gastroenterologist', 'gastroenterology', 'gastroesophageal', 'gastrointestinal', 'gastronomy', 'gastroparesis', 'gatorade', 'gaucher', 'gave', 'gay', 'gdhawan1981', 'gear', 'gehrig', 'gel', 'gender', 'gene', 'general', 'generalized', 'generation', 'genetic', 'genetically', 'genital', 'genitals', 'genotype', 'gentle', 'gerd', 'geriatrics', 'gestational', 'gestin', 'get', 'getting', 'ghonorrea', 'gi', 'giallam', 'gilbert', 'girl', 'girlfriend', 'give', 'given', 'giving', 'glacoma', 'gland', 'glandular', 'glass', 'glassy', 'glaucoma', 'glucose', 'gluten', 'glutun', 'glycerin', 'glycomet', 'gmail', 'gnawing', 'go', 'goa', 'going', 'goiter', 'goitre', 'gold-silver', 'golf', 'gon', 'gone', 'gonoccocal', 'gonorrhea', 'good', 'goodbye', 'got', 'gotten', 'gout', 'gp', 'grad', 'grade', 'gradient', 'gradually', 'graduated', 'graf', 'grain', 'grand', 'granddaughter', 'grandfather', 'grandma', 'grandpa', 'granule', 'grasp', 'grasping', 'grass', 'grateful', 'graval', 'graying', 'great', 'greatly', 'green', 'greener', 'grinding', 'gripping', 'grm', 'grocery', 'groin', 'gross', 'ground', 'group', 'grow', 'growing', 'grown', 'growth', 'guess', 'guidance', 'guide', 'guillain', 'guinea', 'guk', 'gum', 'gusse', 'guy', 'gym', 'gymnast', 'gynecologist', 'gyno', 'h', 'h-pylori', 'h.', 'ha', 'habit', 'hacking', 'had', 'haematology', 'hair', 'hairdresser', 'hairfall', 'hairy', 'hair…why', 'half', 'halitosis', 'hallucination', 'hammer', 'hand', 'handle', 'handling', 'hands…i', 'hangover', 'happen', 'happened', 'happening', 'happens', 'happy', 'hard', 'harder', 'hardhips', 'hardly', 'harm', 'harmful', 'harmoni-f', 'hashimoto', 'hasn', 'hassle', 'hated', 'have', 'haven', 'havent', 'having', 'hb', 'hbsag', 'hcc', 'hct', 'hcv', 'he', 'he\\\\', 'head', 'headache', 'headache/', 'headaches/migraines', 'headaches…', 'headed', 'heal', 'healing', 'health', 'healthy', 'hear', 'heard', 'hearing', 'heart', 'heartbeat', 'heartburn', 'heart…i', 'heat', 'heath', 'heavier', 'heavily', 'heaviness', 'heavy', 'heel', 'height', 'hej', 'held', 'helicobacter', 'hell', 'hello', 'hello-', 'help', 'helped', 'helpful', 'helping', 'hematoma', 'hematuria', 'hemilaminectomy', 'hemiparesis', 'hemochromatosis', 'hemoglobin', 'hemorrhage', 'hemorrhagic', 'hemorrhoidectomy', 'hemp', 'hence', 'henoch-schonlein', 'hepatitis', 'her', 'herbal', 'herbal/ayurveda', 'herbalist', 'here', 'hernia', 'herniate', 'herniated', 'herniation', 'heroin', 'herpes', 'herself', 'heterotopic', 'heterozygous', 'hey', 'hi', 'hida', 'hide', 'high', 'high-pitched', 'high-pressure', 'higher', 'highly', 'hike', 'him', 'himalayan', 'himself', 'hip', 'his', 'hissing', 'histamin', 'histopathology', 'history', 'hit', 'hitting', 'hiv', 'hiv/std', 'hives…worried', 'hiy', 'hmo', 'hoarse', 'hobble', 'hockey', 'hodgkin', 'hold', 'holding', 'hole', 'holiday', 'home', 'homeopathic', 'homeopathy', 'homer', 'hometown', 'homocystein', 'honestly', 'honeymoon', 'honor', 'hook', 'hooked', 'hope', 'hormonal', 'hormone', 'horrible', 'horribly', 'horror', 'horse', 'horseback', 'hospital', 'hospital-the', 'hospital/health', 'hospitalized', 'hospital…need', 'hot', 'hotel', 'hour', 'hoursâ\\x80¦doctors', 'house', 'how', 'however', 'hpt', 'hpv', 'hr', 'hrt', 'hsp', 'hsv-2', 'hsv1', 'huge', 'human', 'hunched', 'hungry', 'hunting', 'hurt', 'hurtful', 'hurting', 'husband', 'hx', 'hydrocortisone', 'hydronephrosis', 'hymen', 'hyoid', 'hyospadus', 'hyperbilirubinemia…please', 'hyperchromasia', 'hyperdensity', 'hyperglycemia', 'hyperintense', 'hyperintensities', 'hypermobility', 'hyperparathyroidism', 'hyperpigmentation', 'hypertension', 'hyperthyroidism', 'hypertolerism', 'hypertrophic', 'hypo', 'hypochondroplasia', 'hypoectoic', 'hypoglycaemia', 'hypoglycemia', 'hypoglycemic', 'hypothyroid', 'hypothyroidism', 'hypothyroidism…involuntary', 'hypotonea', 'hysterectomy', 'i', 'i-pill', 'i-pills', 'iam', 'ibdu', 'ibs', 'ibuprofen', 'icant', 'ice', 'ichthyosis', 'icu', 'icy', 'idea', 'identified', 'identify', 'identifying', 'idid', 'idiopathic', 'idk', 'if', 'if=n', 'iga', 'igg', 'igg4-rd', 'igm', 'ignorant', 'ii', 'ileus', 'iliac', 'ilium', 'ill', 'ill.', 'illeagely', 'illegal', 'illnes', 'illness', 'im', 'image', 'imaginable', 'imbalance', 'immediately', 'immobile', 'immodium', 'immune', 'immunization', 'immunodeficiency', 'immunoglobulin', 'immunologist', 'impact', 'impacted', 'impaction', 'impairment', 'impingement', 'implant', 'implantable', 'important', 'impossible', 'impotence', 'impression', 'improve', 'improved', 'improvement', 'improving', 'in', 'inability', 'inadvertently', 'inappropriate', 'inbetween', 'inch', 'incident', 'incision', 'incisional', 'include', 'including', 'incoherently', 'incomplete', 'incontinent', 'incorrectly', 'increase', 'increased', 'increasing', 'increasingly', 'incredible', 'indented', 'index', 'india', 'indian', 'indicate', 'indicates', 'indicating', 'induce', 'induced', 'industry', 'infant', 'infarction', 'infected', 'infection', 'infections-', 'infection…', 'infenction', 'infertile', 'infertility', 'infiltrated', 'inflamed', 'inflammation', 'inflammatories', 'inflammatory', 'info', 'information', 'informent', 'ingeneral', 'inguinal', 'inhaler', 'inheritance', 'inhibitor', 'initial', 'inject', 'injectable', 'injectead', 'injection', 'injure', 'injured', 'injury', 'innapropriate', 'inner', 'inoperable', 'inr', 'insect', 'insemination', 'inserted', 'inserting', 'insertion/vertebra', 'inside', 'insight', 'insomnia', 'instantly', 'instead', 'instructed', 'instruction', 'instructor', 'insufficiency', 'insulin', 'insult', 'insurance', 'intact', 'intake', 'intelligence', 'intense', 'intensity', 'interact', 'intercourse', 'intercourse…what', 'intercourse…why', 'interested', 'interesting', 'interlinked', 'intermitten', 'intermittent', 'interrupt', 'interstitial', 'intestinal', 'intestine', 'into', 'intolerance', 'intoxicated', 'intracranial', 'intraepithelial', 'intramural', 'intrathecal', 'intrauterine', 'introduce', 'invasive', 'involve', 'involved', 'involving', 'iodine', 'ipah', 'iraq', 'iris', 'iron', 'irregular', 'irregularity', 'irreparable', 'irritable', 'irritated', 'irritating', 'irritation', 'irritation/redness', 'is', 'isnt', 'isolated', 'issue', 'isthmus', 'it', 'it\\\\', 'italy', 'itch', 'itching', 'itchy', 'itp', 'itself', 'iud', 'iui', 'iv', 'ive', 'ivf', 'ivf/pregnancy', 'iwas', 'jabber', 'jail', 'january', 'januvia', 'japanese', 'jaw', 'jealous', 'jeopardizing', 'jerking', 'jitter', 'job', 'jobb', 'joint', 'judge', 'jugular', 'juicing', 'july', 'jumble', 'jumbled', 'jumped', 'june', 'jungle', 'junk', 'jus', 'just', 'justified', 'juvéderm', 'k', 'k2', 'k3', 'karate', 'keep', 'keeping', 'keloid', 'kemo', 'kept', 'keratitis', 'ketone', 'key-hole', 'kfc', 'kg', 'kicked', 'kid', 'kidney', 'kill', 'killer', 'killing', 'kinase', 'kind', 'kinda', 'kindly', 'kinky', 'kiss', 'kissed', 'kit', 'kite', 'knee', 'knew', 'knife', 'knocked', 'knot', 'know', 'knowing', 'knowledge', 'krispie', 'l', 'l-glutamine', 'l2', 'l4', 'l4-l5', 'l4-s1', 'l4/l5', 'l5', 'l5-s1', 'l5/l4', 'l5/s1', 'lab', 'labium', 'labor', 'laboratory', 'laceration', 'lack', 'lactation', 'lad', 'lady', 'laid', 'laiden', 'lamictal', 'lamina', 'laminectomy', 'lancet', 'lancing', 'lansoprazole', 'lap', 'laparoscopic', 'laparoscopy', 'lapron', 'laptop', 'large', 'larger', 'larry', 'larva', 'laryngitis', 'laser', 'lasik', 'last', 'lasted', 'late', 'lately', 'later', 'lateral', 'latest', 'latley', 'laude', 'laugh', 'laughter', 'law', 'lay', 'laying', 'lazy', 'lb', 'lchf', 'lcl', 'le', 'lead', 'leading', 'leaf', 'leakage', 'leaking', 'learn', 'learned', 'least', 'leave', 'leaving', 'left', 'leg', 'legitimate', 'legs…scabies', 'leiomyosarcoma', 'lemon/celery/apple', 'length', 'lens', 'lentil', 'lesion', 'let', 'lethargic', 'lethargy', 'letter', 'leucocytosis', 'leucoderma', 'leukemia', 'leukemiod', 'leukocyte', 'leukocytosis', 'level', 'levitra', 'levocet', 'levocetirizine', 'levothyroxin', 'lexapro', 'lfts', 'libido', 'lichen', 'lid', 'liden', 'lied', 'life', 'lifelong', 'lifespan', 'lift', 'lifting', 'ligament', 'light', 'light-headedness', 'lighter', 'lightheaded', 'like', 'likelihood', 'likely', 'likely/possible', 'limit', 'limited', 'line', 'linear', 'lingual', 'lip', 'lipase', 'lipomo', 'liposuction', 'lisinopril', 'listen', 'liter', 'literally', 'lithium', 'little', 'live', 'lived', 'liver', 'living', 'lo', 'load', 'lobe', 'local', 'localized', 'lock', 'locked', 'locking', 'logic', 'lolly', 'lonely', 'long', 'longer', 'look', 'looked', 'looking', 'loose', 'loosing', 'lophrin', 'lorazapam', 'lorazapm', 'lordosis', 'lose', 'loses', 'losing', 'loss', 'lost', 'lot', 'lotion', 'lottions', 'loud', 'louse', 'love', 'loved', 'loving', 'low', 'lower', 'lowering', 'lp', 'lumbar', 'lumber', 'lump', 'lumpectomy', 'lumpy', 'lunch', 'lung', 'lupus', 'lvh', 'lying', 'lyme', 'lymp', 'lymph', 'lymphadenopathy', 'lymphdathy', 'lymphocyte', 'lymphoma', 'lymphoma…is', 'm', 'm.', 'machine', 'macrocytosis', 'macular', 'made', 'magic', 'magna', 'main', 'maintain', 'major', 'majority', 'make', 'making', 'mal', 'malaria', 'male', 'malformation', 'malignant', 'malocclusion', 'mammogram', 'man', 'managable', 'manage', 'managed', 'managing', 'mandate', 'mandatory', 'mandible', 'mandibular', 'manic', 'many', 'mar/apr', 'marathon', 'march', 'mark', 'marked', 'marmorata', 'marriage', 'married', 'marrige', 'marrow', 'marry', 'masculine', 'mass', 'massage', 'massive', 'mastectomy', 'mastoid', 'mastoiditis', 'masturbating', 'masturbation', 'materil', 'math', 'matter', 'maturity', 'maxilla', 'maxillary', 'maxillio', 'may', 'maybe', 'mba', 'mcburney', 'mcg', 'mcv', 'mdma', 'mdr-tb', 'me', 'meal', 'mean', 'meanwhile', 'measles', 'measure', 'meat', 'mechanical', 'med', 'mediastima', 'medical', 'medical-abortion', 'medication', 'medication…feeling', 'medicine', 'meditation', 'mediterranean', 'medium', 'meet', 'mefanamic', 'megestrol', 'melanoma', 'melatonin', 'melingtis', 'member', 'membrane', 'memory', 'men', 'meningitis', 'meniscus', 'menopause', 'menopause…feel', 'menstrual', 'menstruation', 'mental', 'mentally', 'mention', 'mentone', 'mesenchymal', 'mess', 'met', 'metal', 'metallic', 'metaplasia', 'metastatic', 'metatarsal', 'metformin', 'meth', 'methadone', 'methadose', 'methicillin-resistant', 'method', 'metronidazole', 'mets', 'mexico', 'mg', 'mgg', 'micro', 'microbe', 'microscopic', 'microsuction', 'microsurgery', 'microvascular', 'microwave', 'mid', 'middle', 'mifepristone', 'might', 'migrain', 'migraine', 'migraines…taking', 'migrans', 'migrating', 'mild', 'mile', 'milestone', 'miliary', 'milk', 'mind', 'mine', 'mini', 'minimum', 'minor', 'minora', 'minoxidil', 'minute', 'minutes…now', 'mirap', 'mirena', 'mirror', 'mirtazapine', 'miscarriage', 'misdiagnosis', 'miserable', 'misery', 'misinformed', 'miss', 'missed', 'mission', 'mistake', 'misunderstanding', 'mitrial', 'mixture', 'mk677', 'ml', 'mm', 'mmhg', 'mmr', 'mobile', 'mobility', 'mocha', 'mode', 'moderate', 'moisturize', 'molar', 'mole', 'mole/wart', 'mom', 'moment', 'money', 'monistat', 'monitor', 'monocyte', 'monolids', 'mononucleosis', 'mono…mistake', 'month', 'month-', 'monthly', 'mood', 'moody', 'moon', 'more', 'moreover', 'morning', 'morphine', 'most', 'mostly', 'mother', 'mother-in-law', 'mother…i', 'motion', 'motivation', 'motor', 'motor-bike', 'mountain', 'mouse', 'mouth', 'mouth…', 'mouth…i', 'movable', 'move', 'moved', 'movement', 'move…i', 'moving', 'mp', 'mr', 'mra', 'mri', 'mrsa', 'mrv', 'mth', 'mthfr', 'mtp', 'mtps', 'much', 'mucosal', 'mucous', 'mucus', 'muffled', 'multi', 'multi-drug-resistant', 'multinodular', 'multiple', 'multivitain', 'mum', 'mumps', 'muscle', 'mushroom', 'must', 'muster', 'my', 'myalgic', 'myeloma', 'mymox', 'myocardial', 'myocarditis', 'myoclonus', 'myopathy', 'myopia', 'myself', 'myslef', 'mysterious', 'n', \"n't\", 'na', 'nag', 'nail', 'nail/', 'nail/rod', 'nailing', 'name', 'napping', 'naproxen', 'narcotic', 'narrowing', 'nasal', 'nat', 'natural', 'naturally', 'nature', 'nausea', 'nauseated', 'nauseous', 'nausia', 'nausious', 'navel', 'ncr', 'ne', 'near', 'nearly', 'necessary', 'neck', 'need', 'needed', 'needle', 'negative', 'negative/antibody', 'negative/nonreactive', 'negative_smiley', 'negatively', 'negativity', 'negligence', 'neighborhood', 'nell', 'neoplasia', 'neoplastic', 'nephew', 'nephrolithiasis', 'nerve', 'nervosa', 'nervous', 'nervousness', 'neuritis', 'neuroendocrine', 'neurological', 'neurologist', 'neuroma', 'neuropathic', 'neuropathy', 'neurosurgeon', 'neutropenia', 'neutrophil', 'never', 'nevus', 'new', 'newer', 'newest', 'newly', 'nexium', 'nexplenon', 'next', 'ngative', 'ngu', 'nice', 'niece', 'night', 'nightmare', 'nine', 'nineteen', 'nipple', 'nite', 'nitrazam', 'nl', 'no', 'no-carb', 'nocturnal', 'nod', 'node', 'nodosa', 'nodular', 'nodule', 'noisy', 'non', 'non-billable', 'non-stop', 'non-union', 'non-vegetarian', 'none', 'nonretractable', 'nonstop', 'nor', 'nordette', 'norfloxacin', 'normal', 'normal-', 'normall', 'normally', 'normal…but', 'normocytic', 'nortriptyline', 'nose', 'nose/throat', 'not', 'note', 'noted', 'nothing', 'notice', 'noticed', 'noticing', 'noting', 'nouroma', 'nov', 'november', 'now', 'nowhere', 'now…what', 'np', 'nsaid', 'nsclc', 'nuclear', 'numb', 'number', 'numbing', 'numbness', 'numerous', 'nurse', 'nut', 'nutritional', 'ny', 'nystatin', 'o', 'o.', 'oatmeal', 'observed', 'obsessive', 'obstructed', 'obstructive', 'obvious', 'obviously', 'occasional', 'occasionally', 'occupied', 'occur', 'occurred', 'occurs', 'ocd', 'ocular', 'odd', 'odor', 'odor…even', 'oesphagitis', 'of', 'ofcourse', 'off', 'offer', 'office', 'oflipomo', 'often', 'oh', 'oil', 'oily', 'ok', 'ok.', 'okay', 'ok…can', 'old', 'older', 'olfactory', 'omega', 'omentum', 'omeprazole', 'on', 'once', 'oncologyst', 'one', 'ongoing', 'online', 'only', 'onset', 'oosure', 'op', 'opacity', 'open', 'opened', 'opening', 'operate', 'operated', 'operation', 'opinion', 'opportunity', 'opposite', 'opt', 'option', 'or', 'oral', 'orangey', 'order', 'ordered', 'organ', 'orgasm', 'orientation', 'original', 'ortho', 'ortho-cyclen', 'orthopedic', 'orthophonist', 'or…', 'osgood', 'ossification', 'osteoarthritis', 'osteoma', 'ostitis', 'otc', 'other', 'others', 'otherwise', 'other…normal', 'otolaryngology', 'our', 'out', 'outbreak', 'outburst', 'outcome', 'outer', 'output', 'outside', 'outward', 'out…i', 'ovarian', 'ovary', 'ovasafe', 'over', 'over-exerted', 'overactive', 'overall', 'overcome', 'overdosed', 'overload', 'overnight', 'overweight', 'overwhelming', 'ovulate', 'ovulating', 'ovulation', 'own', 'oxalate', 'oxycotin', 'p', 'p.', 'p24', 'pac', 'pacemaker', 'package', 'page', 'pain', 'painful', 'painis', 'painkiller', 'pain…doctors', 'pain…fang', 'pain…is', 'pain…what', 'pair', 'pale', 'palliative', 'palm', 'palpable', 'palpitation', 'palsy', 'pan', 'pancreas', 'pancreatic', 'pancreatitis', 'panda', 'panel', 'panic', 'panic/anxiety', 'panicked', 'pansinusitis', 'pap', 'paper', 'papillary', 'papilloma', 'par', 'paracetamol', 'paralysis', 'paralyzed', 'paranasal', 'paranoid', 'parathyroid', 'parent', 'parkinson', 'parotid', 'paroxysmal', 'parson', 'part', 'partial', 'partially', 'participate', 'particular', 'particularly', 'particulate', 'partner', 'partoid', 'pas', 'pass', 'passage', 'passed', 'passing', 'past', 'patch', 'patella', 'path', 'pathologist', 'pathology', 'patience', 'patient', 'pattern', 'patterning', 'pausing', 'paxil', 'pay', 'pcos', 'pcr', 'pea', 'peak', 'peanut', 'pectoral', 'pectus', 'peculiar', 'pediatrician', 'pee', 'peed', 'peeing', 'peel', 'peg', 'pelvic', 'pelvis', 'pen', 'penis', 'penni', 'people', 'per', 'percentage', 'percocet', 'perfect', 'perfectly', 'perform', 'performed', 'pericarditis', 'period', 'period…it', 'periorbital', 'peripheral', 'periproctic', 'peritoneal', 'peritonitis', 'permanent', 'permanently', 'pernicious', 'peroxide', 'persist', 'persistent', 'persistently', 'persisting', 'persists', 'person', 'personal', 'personality', 'pertains', 'pet', 'petechia', 'phantosmia', 'pharmacy', 'pharyngitis', 'phase', 'phentermine', 'phenyl', 'phenytoin', 'pheomelanin', 'pheumonia', 'phlegm', 'phlem/mucus', 'phlemg', 'phone', 'physical', 'physically', 'physician', 'physio', 'physiotherapist', 'physiotherapy', 'pick', 'picked', 'pid', 'piece', 'piercing', 'piercings', 'pigment', 'pigmentosa', 'pill', 'pilot', 'pimple', 'pin', 'pineapple', 'pink', 'pinpoint', 'pins/needles', 'pinyin', 'pissing', 'pit', 'pitched', 'pitcher', 'pituitary', 'pl', 'place', 'placed', 'placenta', 'plague', 'plan', 'planing', 'planning', 'plant', 'plantar', 'planus', 'plasma', 'plasmacytoid', 'plate', 'platelet', 'plausible', 'play', 'player', 'playing', 'please', 'pleurisy', 'pls', 'plug', 'plum', 'plus', 'plz', 'pmr', 'pneumonia', 'pneumothorax', 'pock', 'podiatrist', 'point', 'pointless', 'pointy', 'poisoned', 'poisoning', 'pole', 'polio', 'pollen', 'polyarteritis', 'polycistic', 'polycyclic', 'polycystic', 'polymyalgia', 'polyp', 'polypeptide', 'polysistic', 'pool', 'poop', 'poor', 'pop', 'popped', 'popping', 'porch', 'pork', 'portion', 'pose', 'position', 'positive', 'positive_smiley', 'possibility', 'possible', 'possibly', 'post', 'post-nasal', 'post-ssri', 'posterior', 'postpartum', 'posture', 'pot', 'potato', 'potential', 'potentially', 'potty', 'pound', 'pounding', 'powder', 'power', 'pox', 'practice', 'practin', 'practising', 'pre-diabetes', 'pre-diabetic', 'pre-medication', 'pre-nup', 'precum', 'prednisolone', 'prednisone', 'prednsolone', 'predominantly', 'preformed', 'preg', 'pregabalin', 'pregancy', 'pregnancy', 'pregnant', 'pregnant…', 'pregnant…i', 'premature', 'prenatal', 'prescribe', 'prescribed', 'prescription', 'present', 'presented', 'presenting', 'presribed', 'press', 'pressing', 'pressure', 'pretty', 'prevacid', 'prevent', 'prevention', 'previous', 'previously', 'prick', 'pricked', 'pricking', 'prilosec', 'primarily', 'primary', 'primolut-n', 'prior', 'priscribed', 'pristiq', 'probable', 'probably', 'probiotic', 'problem', 'problems…', 'problems…is', 'problem…', 'procedure', 'process', 'procrastinated', 'produce', 'producing', 'product', 'production', 'profession', 'professional', 'program', 'progress', 'progressed', 'progressing', 'progression', 'progressive', 'progressively', 'prohibited', 'prolapse', 'prolonged', 'prominate', 'promised', 'prone', 'pronounced', 'proof', 'proper', 'properly', 'propranolol', 'proscar', 'prostate', 'prostate/urologic', 'prostatectomy', 'prostatitis', 'protected', 'protein', 'protien', 'protonix', 'proved', 'provide', 'provider', 'prp', 'psa', 'pseudomonas', 'psoriatic', 'pssible', 'psychiatric', 'psychiatrist', 'psycosis', 'pt', 'ptb', 'ptsd', 'pu', 'puberty', 'pubic', 'puff', 'puffy', 'pull', 'pulled', 'pulmonary', 'pulsate', 'pulse', 'pulsing', 'pump', 'punch', 'punching', 'puncture', 'pune', 'punishment', 'purchasing', 'pure', 'purge', 'purple', 'purplish', 'purpura', 'pursuing', 'push', 'pushed', 'put', 'putting', 'puzzled', 'pvc', 'pylorus', 'quad', 'quadrant', 'quality', 'quantity', 'quarter', 'question', 'quick', 'quicken', 'quickly', 'quiet', 'quinoa', 'quit', 'quite', 'quitting', 'r', 'r.', 'rabbit', 'rabipur', 'race', 'radiate', 'radiates', 'radiation', 'radical', 'radioactive', 'radiofrequency', 'radiologist', 'radiotherapy', 'rai', 'raid', 'raise', 'raised', 'raising', 'ran', 'random', 'randomly', 'range', 'rape', 'raped', 'rapid', 'rapidly', 'rare', 'rarely', 'rash', 'rate', 'rather', 'ratio', 'raw', 'ray', 'rbc', 'rct', 're', 're-appear', 'reach', 'reacted', 'reaction', 'reactions…', 'reactive', 'read', 'reading', 'ready', 'real', 'realise', 'realize', 'really', 'realy', 'rear', 'reason', 'reasonable', 'reassure', 'reassured', 'rebuild', 'recall', 'receive', 'received', 'receiving', 'recent', 'recently', 'reception', 'recharge', 'recognize', 'recommend', 'recommendation', 'recommended', 'reconstructive', 'recover', 'recovered', 'recovering', 'recovery', 'rectal', 'rectum', 'rectus', 'recurrence', 'recurrent', 'recurring', 'red', 'red/purple', 'reddish', 'redness', 'reduce', 'reduced', 'reductil', 'reduction', 'refer', 'referred', 'refill', 'reflective', 'reflex', 'reflux', 'refuse', 'refused', 'refusing', 'regain', 'regard', 'regarding', 'regimen', 'region', 'region/', 'regress', 'regression', 'regular', 'regularily', 'regulate', 'regurgitation', 'relapse', 'relapsing-remitting', 'related', 'relates', 'relation', 'relationship', 'relatively', 'relax', 'relaxant', 'relaxing', 'release', 'released', 'releasing', 'relevant', 'relief', 'relieve', 'relieved', 'religion', 'reluctant', 'rely', 'remain', 'remaining', 'remains', 'remedy', 'remember', 'remembering', 'remind', 'remision', 'removal', 'remove', 'removed', 'removed…titanium', 'renal', 'reoccurant', 'reoccurring', 'repair', 'repeat', 'repeated', 'repetitive', 'replace', 'replaced', 'replacement', 'replacing', 'replying', 'reputation', 'request', 'requested', 'require', 'required', 'requires', 'requiring', 'rescue', 'researching', 'resembles', 'resenting', 'resistance', 'resistant', 'resisting', 'resolve', 'resort', 'resouces', 'resource', 'respiratory', 'response', 'responsibility', 'responsibilty', 'rest', 'restart', 'resting', 'resting…is', 'restless', 'restlessness', 'restorative', 'restore', 'rest…', 'result', 'resume', 'retention', 'retest', 'retina', 'retinitis', 'retired', 'retraction', 'retro', 'retroflexed', 'retrolisthesis', 'retroverted', 'return', 'returned', 'reuptake', 'reveal', 'revealed', 'reverse', 'reward', 'rhabdomyosarcoma', 'rheumatic', 'rheumatica', 'rheumatoid', 'rheumatologist', 'rhinoplasty', 'rhomboid', 'rhythm', 'rib', 'rice', 'rice-like', 'rid', 'ride', 'riding', 'right', 'right/remaining', 'ring', 'ringing', 'ringworm', 'ringworm…used', 'rise', 'risen', 'rising', 'risk', 'risking', 'rivaroxaban', 'road', 'roberto', 'rock', 'rod', 'roll', 'roller-coaster', 'romania', 'room', 'root', 'rosacea', 'rotate', 'rotator', 'rotatory', 'rotten', 'rough', 'roughly', 'routine', 'rp', 'rrms', 'rta', 'rub', 'rubbed', 'rubber', 'rubella', 'rugby', 'ruining', 'rule', 'ruled', 'run', 'runner', 'running', 'runny', 'rupture', 'ruptured', 'rushed', 'rushing', 'rusty', 'rv', 'rwandan', 'rx', 's', 's1', 'sac', 'sacrum', 'sad', 'safe', 'safety', 'said', 'saliva', 'salivary', 'same', 'sample', 'sand', 'sarcoid', 'sarcoidosis', 'sarcomatoid', 'sarm', 'saturday', 'saved', 'saw', 'say', 'saying', 'scab', 'scabies', 'scaebv', 'scale', 'scaling', 'scalp', 'scalp/ears', 'scan', 'scanning', 'scanty', 'scar', 'scared', 'scaring', 'scarlet', 'scary', 'scheduled', 'schizophrenia', 'schizophrenic', 'school', 'sciatic', 'sciatica', 'sciatica/piriformus', 'sclatters', 'sclera', 'sclerosis', 'scoliosis', 'scoot', 'scope', 'scratch', 'scratched', 'scratching', 'scream', 'screw', 'scrotum', 'scull', 'seafood', 'searing', 'seasonal', 'seat', 'seborrhea', 'seborrhoa', 'sec', 'second', 'secondary', 'secretive', 'section', 'see', 'seed', 'seeing', 'seek', 'seem', 'seemed', 'seemingly', 'seems', 'seen', 'seizure', 'selective', 'self-attacking', 'self-pay', 'selsun', 'semen', 'semester', 'senco', 'send', 'sensation', 'sense', 'sensitive', 'sensitivity', 'sent', 'sentence', 'separate', 'separately', 'separation', 'sepsis', 'september', 'septic', 'septum', 'seretide', 'series', 'serious', 'seriously', 'serology', 'serotonin', 'serrax-d', 'sertraline', 'sesamoid', 'session', 'sesssions', 'set', 'settle', 'seven', 'sever', 'several', 'severe', 'severely', 'severity', 'sex', 'sexual', 'sexually', 'shaft', 'shake', 'shakiness', 'shaking', 'shaky', 'shall', 'shallow', 'shampoo', 'shape', 'shard', 'share', 'shared', 'sharing', 'sharp', 'she', 'shed', 'shedding', 'shift', 'shin', 'shingle', 'shingles…can', 'ship', 'shirt', 'shiver', 'shivering', 'shock', 'shocking', 'shoot', 'shooting', 'shoplifting', 'shopping', 'short', 'short-term', 'shortness', 'shot', 'should', 'shoulder', 'shouldn', 'shouting', 'show', 'showed', 'shower', 'showering', 'showing', 'shrink', 'shut', 'sick', 'sickle-cell', 'sickness', 'side', 'sided', 'side…at', 'side…i', 'sight', 'sigmoid', 'sign', 'signed', 'significant', 'significantly', 'signing', 'silly', 'similar', 'simple', 'simplex', 'simultaneously', 'since', 'sinemet', 'single', 'sinus', 'sinusitis', 'sip', 'siphene', 'sister', 'sit', 'site', 'sitting', 'situation', 'situtation', 'six', 'sixteen', 'size', 'sized', 'sjogrens', 'skeletal', 'skin', 'skip', 'skipped', 'skull', 'skype', 'slapped', 'slashing', 'sle', 'sledge', 'sleep', 'sleep-related', 'sleep/pain', 'sleeping', 'sleeping…', 'sleepless', 'sleepy', 'sleeve', 'slept', 'sliced', 'slight', 'slightest', 'slightly', 'slipped', 'slow', 'slowing', 'slowly', 'sluggish', 'slurred', 'sm', 'small', 'smear', 'smell', 'smelled', 'smelling', 'smile', 'smoker', 'smoking', 'snap', 'snapping', 'sneeze', 'sneezing', 'snorted', 'snorting', 'snow', 'snowboarding', 'so', 'soaked', 'soap', 'soar', 'soccer', 'social', 'society', 'sock', 'sodium', 'soft', 'sol', 'solid', 'solitary', 'solution', 'solve', 'solved', 'some', 'someone', 'something', 'sometime', 'sometimes', 'somewhat', 'somewhere', 'somthing', 'son', 'soon', 'sooner', 'sophomore', 'sore', 'sore/rash', 'soreness', 'sort', 'sorted', 'sorting', 'sound', 'source', 'soybean', 'space', 'spacey', 'span', 'spasm', 'spastic', 'speak', 'speaking', 'speaks', 'specialist', 'specific', 'speck', 'speech', 'speed', 'spell', 'spelling', 'spent', 'sperm', 'spermatocele', 'spherocytocis', 'spider', 'spina', 'spinach', 'spinal', 'spine', 'spirometry', 'spironolactone', 'spirulina', 'spit', 'spleen', 'splenic', 'splinter', 'split', 'spliting', 'spn', 'spondylitis', 'spondyloarthritis', 'spondylolysis', 'spontaneous', 'spontaniously', 'sport', 'spot', 'spot-', 'spotting', 'spotty', 'sprain', 'sprained', 'spray', 'sprayed', 'spread', 'spreading', 'spur', 'sputum', 'ssl', 'ssri', 'stabbing', 'stable', 'stage', 'stain', 'stair', 'stalopam', 'stammering', 'stand', 'standard', 'standing', 'staph', 'staphylococcus', 'staple', 'stare', 'start', 'start/feel', 'started', 'starting', 'starving', 'state', 'statin', 'stating', 'statistically', 'status', 'stay', 'stayed', 'staying', 'std', 'steel', 'steering', 'stem', 'stenosis', 'stent', 'step', 'stepmom', 'stepmother', 'steroid', 'sti', 'stick', 'sticking', 'sticky', 'stiff', 'stiff/rigid', 'stiffness', 'still', 'sting-like', 'stinging', 'stink', 'stint', 'stir', 'stis', 'stitch', 'stolls', 'stoma', 'stomach', 'stone', 'stonger', 'stool', 'stop', 'stopped', 'stopping', 'straight', 'strain', 'strand', 'stranding', 'strange', 'strap', 'straw', 'stream', 'strength', 'strenuous', 'strep', 'streptococcal', 'stress', 'stress/load', 'stressed', 'stressing', 'stretch', 'stretching', 'strick', 'strike', 'strip', 'stroke', 'strong', 'stronger', 'strongly', 'structure', 'struggle', 'struggling', 'stubberin', 'stubborn', 'stuck', 'student', 'study', 'stuff', 'stuffy', 'stumbling', 'stump', 'stumped', 'stun', 'stung', 'stupid', 'stuttering', 'stye', 'style', 'sub', 'subconjunctival', 'subcutaneous', 'subjected', 'suboccipital', 'subsequent', 'subside', 'substance', 'substantial', 'substitute', 'substituting', 'subtle', 'subtype', 'success', 'successful', 'successfully', 'such', 'sudarshan', 'sudden', 'suddenly', 'suffer', 'suffered', 'suffering', 'suffers', 'sufficient', 'sugar', 'sugary', 'sugested', 'suggest', 'suggested', 'suggesting', 'suggestion', 'suggestive', 'suggests', 'sulphur', 'summer', 'sun', 'sunburned', 'sunday', 'super', 'superficial', 'supplement', 'supplements/vitamins', 'support', 'supported', 'supportive', 'suppose', 'supposed', 'suppository', 'supraspinatous', 'sure', 'surf', 'surface', 'surgeon', 'surgery', 'surgical', 'surgical-abortion', 'surgically', 'suspect', 'suspected', 'suspicious', 'swallow', 'swallowed', 'swallowing', 'swapping', 'sweat', 'sweating', 'sweaty', 'sweet', 'swell', 'swelling', 'swelling/growth', 'swelling…looks', 'swim', 'swimmer', 'swing', 'swollen', 'symptom', 'symptomatic', 'symptoms…am', 'symtom', 'symtoms', 'syncope', 'syndrome', 'synkinesis', 'synovitis', 'synthetic', 'synthroid', 'syphilis', 'syphillis', 'syrup', 'sysron', 'system', 'systemic', 'systemically', 't', 't1', 't1n0m0', 't2', 'ta', 'tab', 'table', 'tablet', 'tachycardia', 'tackle', 'tag', 'tail', 'tailbone', 'take', 'taken', 'taking', 'talk', 'talkative', 'talked', 'talking', 'tanning', 'taper', 'tapering', 'taste', 'tattoo', 'tattooing', 'taught', 'tb', 'tea', 'teacher', 'team', 'tear', 'teary', 'tear…do', 'teen', 'teenager', 'teeth', 'teh', 'tell', 'telling', 'telogen', 'temp', 'temple', 'temporal', 'temporally', 'temporarily', 'temporary', 'temporomandibular', 'ten', 'tender', 'tenderness', 'tendinitis', 'tendon', 'tendonitis', 'tends', 'tennis', 'tense', 'tension', 'tension…affecting', 'term', 'termed', 'terminal', 'terrible', 'terrified', 'test', 'tested', 'testicle', 'testicular', 'testing', 'testosterone', 'tests-all', 'test…last', 'test…what', 'tetanus', 'thalamic', 'thalassemia', 'thalidomide/pomalyst', 'than', 'thank', 'thanks', 'thanksgiving', 'thankyou', 'thansk', 'that', 'thats', 'the', 'theater', 'their', 'them', 'themselves', 'then', 'thenseveral', 'therapist', 'therapy', 'there', 'therefore', 'there…', 'these', 'they', 'thick', 'thickened', 'thicker', 'thickness', 'thier', 'thigh', 'thin', 'thing', 'think', 'thinking', 'thinner', 'thinning', 'third', 'thirdly', 'this', 'tho', 'thoracic', 'thorough', 'those', 'though', 'thought', 'thread', 'threat', 'three', 'thrive', 'throat', 'throb', 'throbbing', 'thrombocites', 'thromboembolic', 'thrombophlebitis', 'thrombosis', 'thrombus', 'through', 'throughout', 'throught', 'throw', 'throwing', 'thrown', 'thrush', 'thumb', 'thumping', 'thursday', 'thx', 'thyredectomy', 'thyroglobulin', 'thyroid', 'thyroidectomy', 'thyronorm', 'ti', 'tibia', 'tic', 'ticking', 'tie', 'tight', 'tighten', 'tightness', 'till', 'time', 'timesheets', 'tinge', 'tingle', 'tingling', 'tingly', 'tinnitus', 'tint', 'tiny', 'tip', 'tired', 'tiredness', 'tissue', 'tjm', 'tmd', 'tmj', 'tmjd', 'to', 'today', 'toe', 'toenail', 'togeather', 'together', 'toilet', 'told', 'tomato', 'tomorrow', 'ton', 'tone', 'tongue', 'tongue…', 'tonight', 'tonsil', 'tonsillitis', 'too', 'took', 'tooth', 'toothache', 'top', 'topic', 'topical', 'tore', 'torsion', 'tortured', 'total', 'totally', 'touch', 'touched', 'toward', 'towards', 'towel', 'toxic', 'toxicity', 'trachea', 'track', 'tract', 'tradition', 'trail', 'train', 'trained', 'transferred', 'transgender', 'transient', 'transmission', 'transmit', 'transmitted', 'transplant', 'transplantation', 'transvaginal', 'trap', 'trauma', 'traumatic', 'travel', 'traveling', 'travelling', 'trazodone', 'treadmill', 'treament', 'treat', 'treatable', 'treated', 'treating', 'treatment', 'trekking', 'tremble', 'tremor', 'tremors…my', 'tri', 'trial', 'trick', 'tricuspid', 'tricyclen', 'tried', 'trigger', 'trigleceride', 'trim', 'trip', 'trisomy', 'trouble', 'troubled', 'true', 'trust', 'trusting', 'try', 'trying', 'tsh', 'tubaligation', 'tube', 'tuberculosis', 'tuck', 'tuesday', 'tummy', 'tumor', 'tumour', 'turkey', 'turn', 'turned', 'turning', 'turp', 'tutor', 'tv', 'twenty', 'twice', 'twin', 'twisted', 'twisting', 'twitch', 'twitch/spasm', 'twitching', 'two', 'tylenol', 'type', 'type-ii', 'typed', 'typhoid', 'typically', 'u', 'ugly', 'ulcer', 'ulceration', 'ulcerative', 'ultra', 'ultrasound', 'umbilicus', 'un-well', 'unable', 'unbearable', 'uncertain', 'unclassified', 'uncle', 'uncomfortable', 'uncomfortably', 'unconscious', 'uncontrollable', 'uncontrollably', 'under', 'underactive', 'undergo', 'undergoing', 'undergone', 'understand', 'understanding', 'underwent', 'undeveloped', 'undifferentiated', 'uneasy', 'uneven', 'unexplained', 'unfit', 'unilateral', 'uninfected', 'unique', 'unit', 'university', 'unlock', 'unlocks', 'unnoticeable', 'unprotected', 'unstable', 'unstably', 'unsteadiness', 'unstoppable', 'until', 'untill', 'untreated', 'unusual', 'unwell', 'unworthy', 'up', 'updated', 'upon', 'upper', 'upright', 'ups', 'upset', 'upwards', 'urea', 'urethra', 'urethral', 'urethritis', 'urge', 'urgency', 'urgent', 'urgently', 'urinary', 'urinate', 'urinating', 'urination', 'urine', 'urine…quite', 'urologist', 'use', 'used', 'useful', 'useless', 'usg', 'using', 'usual', 'usually', 'uterine', 'uterus', 'uti', 'utis', 'v', 'vacation', 'vaccine', 'vagina', 'vaginal', 'vaginally', 'vaginitis', 'vaginosis', 'vain', 'valtrex', 'valve', 'variant', 'variation', 'varicocele', 'varies', 'various', 'varnish', 'vary', 'vascular', 'vasectomy', 'vbi', 've', 'veg', 'vegan', 'vegetarian', 'vein', 'velocity', 'vengeance', 'venous', 'ventolin', 'ventricle', 'venture', 'verbal', 'verbally', 'vertigo', 'very', 'vessel', 'vestibular', 'veteran', 'via', 'viable', 'viagra', 'vibe', 'vibrating', 'vibration', 'victim', 'video', 'view', 'village', 'villious', 'vinegar', 'violent', 'viral', 'virtually', 'virus', 'visible', 'vision', 'visit', 'visitation', 'visited', 'vitamin', 'vitiligo', 'vitrectomy', 'vitro', 'vocal', 'voice', 'voltaren', 'vomit', 'vomited', 'vomiting', 'vomitted', 'vulva', 'vu…need', 'wa', 'waight', 'waist', 'wait', 'waited', 'waiting', 'wake', 'waking', 'walk', 'walked', 'walking', 'wall', 'walled', 'walnut', 'wan', 'want', 'wanted', 'wanting', 'ward', 'warm', 'warm/pain', 'warrant', 'wart', 'wase', 'wash', 'washroom', 'wasp', 'wat', 'watch', 'watched', 'watching', 'water', 'water/electic', 'watering', 'watery', 'wave', 'way', 'wbc', 'we', 'weak', 'weaker', 'weakness', 'weakness…', 'wear', 'wearing', 'web', 'website', 'wedding', 'wednesday', 'week', 'weighing', 'weighs', 'weight', 'weightwatchers-', 'weird', 'welcome', 'welcomed', 'well', 'well-needed', 'wellness', 'wen', 'went', 'were', 'weren', 'werid', 'wet', 'what', 'whats', 'whay', 'wheat', 'wheezing', 'when', 'whenever', 'where', 'whether', 'whey', 'which', 'while', 'whilst', 'whiplash', 'whisper', 'white', 'whitening', 'who', 'whole', 'whom', 'whose', 'why', 'wich', 'wide', 'wider', 'widespread', 'wif', 'wife', 'wildly', 'will', 'window', 'windpipe', 'wine', 'winter', 'wiped', 'wipple', 'wisdom', 'wisely', 'wish', 'wit', 'with', 'withdrawal', 'withdrawing', 'withdrawl', 'withdrawls', 'withdrawn', 'within', 'without', 'wive', 'wk', 'wo', 'woke', 'woman', 'won', \"won\\\\'t\", 'wonderful', 'wondering', 'wont', 'wooden', 'woories', 'word', 'wore', 'work', 'worked', 'worker', 'working', 'workout', 'world', 'worm', 'worn', 'worried', 'worrisome', 'worry', 'worrying', 'worse', 'worsened', 'worsening', 'worst', 'worth', 'worthless', 'worthwhile', 'would', 'wouldn', 'wound', 'wreck', 'wrist', 'write', 'writing', 'written', 'wrong', 'wrongfully', 'x', 'x-ray', 'xarelto', 'xr', 'xray', 'xrays', 'y/o', 'yarden', 'year', 'yearly', 'years…', 'year…', 'yeast', 'yeasty', 'yell', 'yellow', 'yellowish', 'yellowish…tried', 'yellowy', 'yellow…what', 'yes', 'yestday', 'yesterday', 'yet', 'yo', 'yoga', 'you', 'young', 'younger', 'your', 'youtube', 'youtuber', 'yr', 'yuretra', 'zantac', 'zero', 'zika', 'zincofer-xt', 'zit', 'zoster', '–', '‘', '’', '“', '”', '…', '…fever…bad', '…help', '…now', '…pain', '…please', '…safe']\n"
     ]
    }
   ],
   "source": [
    "words = [lemmatizer.lemmatize(w.lower()) for w in words if w not in ignore_words]\n",
    "words = sorted(list(set(words)))\n",
    "\n",
    "labels = sorted(list(set(labels)))\n",
    "\n",
    "print (len(documents), \"documents\")\n",
    "\n",
    "print (len(labels), \"labels\", labels)\n",
    "\n",
    "print (len(words), \"unique lemmatized words\", words)\n",
    "pickle.dump(words, open('words.pkl','wb'))\n",
    "pickle.dump(labels, open('labels.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "training = []\n",
    "out_empty = [0 for _ in range(len(labels))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "for doc in documents:\n",
    "    bag = []\n",
    "    \n",
    "    pattern_words = doc[0]\n",
    "    pattern_words = [lemmatizer.lemmatize(word.lower()) for word in pattern_words]\n",
    "\n",
    "    for w in words:\n",
    "        bag.append(1) if w in pattern_words else bag.append(0)\n",
    "        \n",
    "\n",
    "    output_row = out_empty[:]\n",
    "    output_row[labels.index(doc[1])] = 1\n",
    "\n",
    "    training.append([bag, output_row])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "random.shuffle(training)\n",
    "training = np.array(training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data created\n"
     ]
    }
   ],
   "source": [
    "train_x = list(training[:,0])\n",
    "train_y = list(training[:,1])\n",
    "print(\"Training data created\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense (Dense)                (None, 64)                335232    \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               8320      \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 1891)              122915    \n",
      "=================================================================\n",
      "Total params: 474,723\n",
      "Trainable params: 474,723\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Train on 5942 samples\n",
      "Epoch 1/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 7.3982 - accuracy: 0.0044\n",
      "Epoch 2/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 5.6007 - accuracy: 0.1117\n",
      "Epoch 3/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 3.8086 - accuracy: 0.3240\n",
      "Epoch 4/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 2.7499 - accuracy: 0.4699\n",
      "Epoch 5/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 2.0930 - accuracy: 0.5890\n",
      "Epoch 6/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 1.7000 - accuracy: 0.6515\n",
      "Epoch 7/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 1.4261 - accuracy: 0.7006\n",
      "Epoch 8/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 1.2219 - accuracy: 0.7415\n",
      "Epoch 9/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 1.0485 - accuracy: 0.7703\n",
      "Epoch 10/100\n",
      "5942/5942 [==============================] - 7s 1ms/sample - loss: 0.9533 - accuracy: 0.7869\n",
      "Epoch 11/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.8595 - accuracy: 0.8043\n",
      "Epoch 12/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.7798 - accuracy: 0.8181\n",
      "Epoch 13/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.7254 - accuracy: 0.8287\n",
      "Epoch 14/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.6331 - accuracy: 0.8509\n",
      "Epoch 15/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.6072 - accuracy: 0.8516\n",
      "Epoch 16/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.5662 - accuracy: 0.8696\n",
      "Epoch 17/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.5403 - accuracy: 0.8657\n",
      "Epoch 18/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.5092 - accuracy: 0.8777\n",
      "Epoch 19/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.4370 - accuracy: 0.8898\n",
      "Epoch 20/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.4624 - accuracy: 0.8886\n",
      "Epoch 21/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.4224 - accuracy: 0.8948\n",
      "Epoch 22/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.4339 - accuracy: 0.8911\n",
      "Epoch 23/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3905 - accuracy: 0.9049\n",
      "Epoch 24/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3793 - accuracy: 0.9029\n",
      "Epoch 25/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3759 - accuracy: 0.9056\n",
      "Epoch 26/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3616 - accuracy: 0.9103\n",
      "Epoch 27/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3347 - accuracy: 0.9165\n",
      "Epoch 28/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3544 - accuracy: 0.9098\n",
      "Epoch 29/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3473 - accuracy: 0.9135\n",
      "Epoch 30/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3365 - accuracy: 0.9155\n",
      "Epoch 31/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3083 - accuracy: 0.9233\n",
      "Epoch 32/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3160 - accuracy: 0.9162\n",
      "Epoch 33/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2972 - accuracy: 0.9233\n",
      "Epoch 34/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3225 - accuracy: 0.9207\n",
      "Epoch 35/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3133 - accuracy: 0.9216\n",
      "Epoch 36/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2983 - accuracy: 0.9234\n",
      "Epoch 37/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.3131 - accuracy: 0.9263\n",
      "Epoch 38/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2676 - accuracy: 0.9329\n",
      "Epoch 39/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2821 - accuracy: 0.9313\n",
      "Epoch 40/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2536 - accuracy: 0.9355\n",
      "Epoch 41/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2696 - accuracy: 0.9327\n",
      "Epoch 42/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2581 - accuracy: 0.9349\n",
      "Epoch 43/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2643 - accuracy: 0.9337\n",
      "Epoch 44/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2714 - accuracy: 0.9352\n",
      "Epoch 45/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2594 - accuracy: 0.9344\n",
      "Epoch 46/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2597 - accuracy: 0.9403\n",
      "Epoch 47/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2739 - accuracy: 0.9312\n",
      "Epoch 48/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2801 - accuracy: 0.9330\n",
      "Epoch 49/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2458 - accuracy: 0.9408\n",
      "Epoch 50/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2590 - accuracy: 0.9360\n",
      "Epoch 51/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2502 - accuracy: 0.9389\n",
      "Epoch 52/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2713 - accuracy: 0.9372\n",
      "Epoch 53/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2615 - accuracy: 0.9374\n",
      "Epoch 54/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2261 - accuracy: 0.9431\n",
      "Epoch 55/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2261 - accuracy: 0.9468\n",
      "Epoch 56/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2483 - accuracy: 0.9428\n",
      "Epoch 57/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2342 - accuracy: 0.9453\n",
      "Epoch 58/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2669 - accuracy: 0.9367\n",
      "Epoch 59/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2569 - accuracy: 0.9389\n",
      "Epoch 60/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2378 - accuracy: 0.9429\n",
      "Epoch 61/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2177 - accuracy: 0.9490\n",
      "Epoch 62/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2298 - accuracy: 0.9450\n",
      "Epoch 63/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2461 - accuracy: 0.9418\n",
      "Epoch 64/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2578 - accuracy: 0.9478\n",
      "Epoch 65/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2317 - accuracy: 0.9458\n",
      "Epoch 66/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2190 - accuracy: 0.9458\n",
      "Epoch 67/100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2444 - accuracy: 0.9455\n",
      "Epoch 68/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2512 - accuracy: 0.9448\n",
      "Epoch 69/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2310 - accuracy: 0.9461\n",
      "Epoch 70/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2262 - accuracy: 0.9477\n",
      "Epoch 71/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2490 - accuracy: 0.9416\n",
      "Epoch 72/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2004 - accuracy: 0.9525\n",
      "Epoch 73/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2154 - accuracy: 0.9468\n",
      "Epoch 74/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2203 - accuracy: 0.9500\n",
      "Epoch 75/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2511 - accuracy: 0.9440\n",
      "Epoch 76/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2431 - accuracy: 0.9482\n",
      "Epoch 77/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2365 - accuracy: 0.9495\n",
      "Epoch 78/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2450 - accuracy: 0.9483\n",
      "Epoch 79/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2487 - accuracy: 0.9477\n",
      "Epoch 80/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2171 - accuracy: 0.9497\n",
      "Epoch 81/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2540 - accuracy: 0.9461\n",
      "Epoch 82/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2230 - accuracy: 0.9509\n",
      "Epoch 83/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.1950 - accuracy: 0.9552\n",
      "Epoch 84/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2059 - accuracy: 0.9557\n",
      "Epoch 85/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2234 - accuracy: 0.9500\n",
      "Epoch 86/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2154 - accuracy: 0.9554\n",
      "Epoch 87/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2264 - accuracy: 0.9529\n",
      "Epoch 88/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2169 - accuracy: 0.9554\n",
      "Epoch 89/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2335 - accuracy: 0.9514\n",
      "Epoch 90/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2050 - accuracy: 0.9527\n",
      "Epoch 91/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2368 - accuracy: 0.9519\n",
      "Epoch 92/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2314 - accuracy: 0.9532\n",
      "Epoch 93/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2183 - accuracy: 0.9514\n",
      "Epoch 94/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2355 - accuracy: 0.9505\n",
      "Epoch 95/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2091 - accuracy: 0.9549\n",
      "Epoch 96/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2365 - accuracy: 0.9529\n",
      "Epoch 97/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2461 - accuracy: 0.9500\n",
      "Epoch 98/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2056 - accuracy: 0.9578\n",
      "Epoch 99/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2287 - accuracy: 0.9510\n",
      "Epoch 100/100\n",
      "5942/5942 [==============================] - 6s 1ms/sample - loss: 0.2387 - accuracy: 0.9525\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Dense(64, input_shape=(len(train_x[0]),), activation='relu'))\n",
    "model.add(Dense(128, activation='relu'))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(64, activation='relu'))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(len(train_y[0]), activation='softmax'))\n",
    "\n",
    "#sgd = SGD(lr=0.01, decay=1e-6, momentum=0.9, nesterov=True)\n",
    "model.compile(loss='categorical_crossentropy', optimizer=\"adam\", metrics=['accuracy'])\n",
    "model.summary()\n",
    "\n",
    "hist = model.fit(np.array(train_x), np.array(train_y), epochs=100, batch_size=5, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('chatbot_model.hdf5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import load_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(\"chatbot_model.hdf5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_up_sentence(sentence):\n",
    "    sentence_words = nltk.word_tokenize(sentence)\n",
    "    sentence_words = [stemmer.stem(word.lower()) for word in sentence_words]\n",
    "    return sentence_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bow(sentence, words, show_details=True):\n",
    "    sentence_words = clean_up_sentence(sentence)\n",
    "    bag = [0]*len(words)\n",
    "    for s in sentence_words:\n",
    "        for i,w in enumerate(words):\n",
    "            if w == s:\n",
    "                bag[i] = 1\n",
    "                if show_details:\n",
    "                    print (\"found in bag: %s\" % w)\n",
    "\n",
    "    return(np.array(bag))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify_local(sentence):\n",
    "    ERROR_THRESHOLD = 0.25\n",
    "    input_data = pd.DataFrame([bow(sentence, words)], dtype=float, index=['input']).to_numpy()\n",
    "    results = model.predict([input_data])[0]\n",
    "    results = [[i, r] for i, r in enumerate(results) if r > ERROR_THRESHOLD]\n",
    "    results.sort(key=lambda x: x[1], reverse=True)\n",
    "    return_list = []\n",
    "    for r in results:\n",
    "        return_list.append((labels[r[0]], str(r[1])))\n",
    "\n",
    "    return return_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found in bag: hello\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('start_conversation', '0.99797636')]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_local(\"Hello\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found in bag: who\n",
      "found in bag: you\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('what_are_you', '0.993885')]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_local(\"Who are you?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found in bag: i\n",
      "found in bag: am\n",
      "found in bag: to\n",
      "found in bag: a\n",
      "found in bag: surgery\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('i have spondyloarthritis', '0.4327701')]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_local(\"I am to take a surgery\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}